| 3D Cerebrovascular Shape Completion from Biplane Angiography and CTA Prior |
Jehkul, Janik |
Code |
TopBrain CTA Dataset: https://topbrain2025.grand-challenge.org/data/ Clinical CTA/DSA dataset (Brigham and Women’s Hospital): Not publicly available due to PHI constraintsDataset 1 |
Information & reviews |
| 3D Classification of Paramagnetic Rim Lesions in Multiple Sclerosis via Asymmetric QSM–FLAIR Modeling |
Pignedoli, Veronica |
Code |
N/A |
Information & reviews |
| A Clinical Guideline-Grounded Hybrid Agentic Framework for Holistic Epilepsy Management |
Pham, Duy Khoa |
Code |
N/A |
Information & reviews |
| A Confounder-aware Representation Learning Framework for Alzheimer’s Disease Classification |
Chen, Yuanhao |
Code |
N/A |
Information & reviews |
| A Counterfactual Framework for Directional Cell–Cell Interaction Analysis in Spatial Transcriptomics |
Anzum, Humaira |
Code |
We utilized spatial transcriptomics data from human cholangiocarcinoma TMAs, selecting 38 independent cores generated via the Xenium platform. These data were obtained from The University of Texas MD Anderson Cancer Center and are not publicly available at this time. The code is demonstrated using a publicly available breast cancer dataset with the following link: https://github.com/Snigdha022/Counterfactual-Cell-Influence-Spatial-Transcriptomics/tree/main/data/raw[Dataset 1](https://github.com/Snigdha022/Counterfactual-Cell-Influence-Spatial-Transcriptomics/tree/main/data/raw) |
Information & reviews |
| A Flexible Structure-Guided Feature Aggregation Paradigm for Efficient Vascular Representation |
Qi, Yaolei |
Code |
N/A |
Information & reviews |
| A Guideline-Aware AI Agent for Zero-Shot Target Volume Auto-Delineation |
Kim, Yoon Jo |
Code |
N/A |
Information & reviews |
| A Hierarchical Multi-Task Framework for Dementia Diagnosis via Pathological Feature Learning from Multi-Organ Data |
Zhao, Shilun |
Code |
N/A |
Information & reviews |
| A Modality-Aware Mixture-of-Experts Framework for Clinical Multimodal Breast Ultrasound Diagnosis |
Suo, Hao |
Code |
N/A |
Information & reviews |
| A Multi-center Benchmark for Abdominal Disease Diagnosis and Report Generation from Non-Contrast CT |
Elbakry, Mariam |
Code |
N/A |
Information & reviews |
| A Multi-view, Hybrid, Hypergraph Learning Framework with Causal Perturbation for Early Alzheimer’s Disease Diagnosis |
Jia, Yifan |
Code |
ADNI dataset: https://adni.loni.usc.edu/[Dataset 1](https://adni.loni.usc.edu/) |
Information & reviews |
| A Multimodal 3D Foundation Model for Light Sheet Fluorescence Microscopy Enables Few-Shot Segmentation, Classification, and Deblurring |
Scheinfeld, Adina |
Code |
https://zenodo.org/records/20149070[Dataset 1](https://zenodo.org/records/20149070) |
Information & reviews |
| A Neurosymbolic Framework for Interpretable Skeleton-Based Seizure Detection via Concept-Driven Logical Reasoning |
Ilyas, Talha |
Code |
https://github.com/Mr-TalhaIlyas/CDSD[Dataset 1](https://github.com/Mr-TalhaIlyas/CDSD) |
Information & reviews |
| A Real-World Evaluation of Failure Detection for Liver CT Segmentation |
Bennett, Jeddy |
Code |
N/A |
Information & reviews |
| A Unified Few-Shot Framework for Multi-Atlas Neuroimaging Segmentation Leveraging Vision Foundation Models |
Guo, Bocheng |
Code |
HCP dataset: https://www.humanconnectomeproject.org/data/[Dataset 1](https://www.humanconnectomeproject.org/data/) |
Information & reviews |
| A Unified Framework for Joint Detection of Lacunes and Enlarged Perivascular Spaces |
He, Lucas |
Code |
VALDO dataset: https://zenodo.org/records/4520773 EPAD dataset: https://ep-ad.org[Dataset 1](https://zenodo.org/records/4520773) · Dataset 2 |
Information & reviews |
| AC-MIL: Weakly-Supervised Atrial LGE-MRI Quality Assessment via Adversarial Concept Disentanglement |
Sultan, K. M. Arefeen |
Code |
N/A |
Information & reviews |
| ACA: Post-hoc Adaptive Logit Alignment for 3D Medical Image Segmentation |
Dong, Nanyu |
Code |
N/A |
Information & reviews |
| Accurate Reconstruction of the Standard 12-Lead ECG from a Single Lead Based on Inherent Principles of ECG |
Seo, Dong-hyuk |
Code |
PTB-XL dataset: https://physionet.org/content/ptb-xl/1.0.3/ cusph dataset: https://physionet.org/content/ecg-arrhythmia/1.0.0/[Dataset 1](https://physionet.org/content/ptb-xl/1.0.3/) · Dataset 2 |
Information & reviews |
| AdaSurvMamba: Dynamic Fusion and Semantic Scanning for Multimodal Survival Analysis |
Zhong, Jialong |
Code |
N/A |
Information & reviews |
| Addressing Gradient Conflicts in Multimodal Fundus Disease Recognition with Fusion-Guided Learning |
Liu, Xiaozhou |
Code |
N/A |
Information & reviews |
| AEGIS: Anatomy-Embedded Group-Invariant Segmentation for Fair Medical Foundation Models |
Wang, Sen |
Code |
PI-CAI: https://pi-cai.grand-challenge.org/ Harvard-FairSeg: https://github.com/luoyan407/FairSeg[Dataset 1](https://pi-cai.grand-challenge.org/) · Dataset 2 |
Information & reviews |
| Age Conditional Longitudinal Forecasting of Adolescent Functional Connectivity via Brownian Bridge Diffusion Models |
Zhang, Rongye |
Code |
Chinese Color Nest Project(CCNP) dataset: https://www.scidb.cn/en/detail?dataSetId=c81f0e90a51b4cfca348ce4da6ca734e[Dataset 1](https://www.scidb.cn/en/detail?dataSetId=c81f0e90a51b4cfca348ce4da6ca734e) |
Information & reviews |
| AGE-MIL: Anchor-Guided Evidence Learning for Patient-Level Prediction |
Niu, Jiawei |
Code |
N/A |
Information & reviews |
| Agent-Guided Relational Concept Discovery: Toward Interpretable Surgical Margin Assessment |
Maghsoodi, Nooshin |
Code |
Our dataset is private, and we are not allowed to publish it. |
Information & reviews |
| AGGRNet: Selective Feature Extraction and Aggregation for Enhanced Medical Image Classification |
Makwe, Ansh |
Code |
N/A |
Information & reviews |
| AHPR-Net: Anatomy-aware Hierarchical Prompting Refinement Network for Spine Image Segmentation |
Zhao, Junyong |
Code |
N/A |
Information & reviews |
| AI-Driven Pulmonary Congestion Assessment for Lung Ultrasound via Segmentation-Guided Transformers |
Fooladgar, Fahimeh |
Code |
https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/HFTV7D[Dataset 1](https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/HFTV7D) |
Information & reviews |
| ALSAnchorNet: Biologically Informed Multimodal MRI Fusion for Amyotrophic Lateral Sclerosis Diagnosis |
Shen, Xiongri |
Code |
Multimodal MRI ALS dataset: https://github.com/AQ-MedAI/ALSAnchorNet[Dataset 1](https://github.com/AQ-MedAI/ALSAnchorNet) |
Information & reviews |
| An Artifact-Based Agent Framework for Adaptive and Reproducible Medical Image Processing |
Zuo, Lianrui |
Code |
NLST dataset: https://www.cancerimagingarchive.net/collection/nlst/[Dataset 1](https://www.cancerimagingarchive.net/collection/nlst/) |
Information & reviews |
| Anatomically Accurate 3D Vessel Generation via 3-Phase Chebyshev Curve Diffusion |
Mo, Jihwan |
Code |
ImageCAS dataset: https://github.com/XiaoweiXu/ImageCAS-A-Large-Scale-Dataset-and-Benchmark-for-Coronary-Artery-Segmentation-based-on-CT[Dataset 1](https://github.com/XiaoweiXu/ImageCAS-A-Large-Scale-Dataset-and-Benchmark-for-Coronary-Artery-Segmentation-based-on-CT) |
Information & reviews |
| Anatomically Consistent TMJ Disc Segmentation via Semantic Anchoring and Clinical Priors |
Ju, Dayun |
Code |
N/A |
Information & reviews |
| Anatomy- and Site-Guided 3D Patch Diffusion for Robust MRI Harmonization |
Hache, Barnabé |
Code |
SALD dataset: https://fcon\_1000.projects.nitrc.org/indi/retro/sald.html IXI dataset: https://brain-development.org/ixi-dataset/ OASIS-3 dataset: https://sites.wustl.edu/oasisbrains/home/oasis-3/ AIBL dataset: https://adni.loni.usc.edu/aibl-australian-imaging-biomarkers-and-lifestyle-study-of-ageing-18-month-data-now-released/ SRPBS dataset: https://www.synapse.org/Synapse:syn22317079[Dataset 1](https://fcon_1000.projects.nitrc.org/indi/retro/sald.html) · Dataset 2 · Dataset 3 · Dataset 4 · Dataset 5 |
Information & reviews |
| Anatomy-Anchored Self-Supervision: Distilling Vision Foundation Models for Invariant Ultrasound Representation |
Zhu, Chunzheng |
Code |
N/A |
Information & reviews |
| Anatomy-Aware Hierarchical Multiple Instance Learning for Interpretable COPD Diagnosis and Phenotype Analysis |
Ahmadi, Raha |
Code |
N/A |
Information & reviews |
| Anatomy-Aware Prediction of Bronchoscopic Accessibility from 3D CT |
Peng, Linkai |
Code |
https://nubagcilab.github.io/BronchoAccess/[Dataset 1](https://nubagcilab.github.io/BronchoAccess/) |
Information & reviews |
| Anatomy-Conditioned Domain Randomization for Zero-Shot 3D Cerebrovascular Segmentation |
Pentassuglia, Matteo |
Code |
N/A |
Information & reviews |
| Anatomy-Grounded Synthetic Coronary Angiography for Geometry-Informed Multi-view Matching |
Lee, In Kyu |
Code |
https://drive.google.com/drive/folders/1JXRTGlTbWIbb-hvGqmrZnPXJZs86otZr?usp=sharing[Dataset 1](https://drive.google.com/drive/folders/1JXRTGlTbWIbb-hvGqmrZnPXJZs86otZr?usp=sharing) |
Information & reviews |
| Anatomy-Guided Residual Motion Diffusion for Controllable 4D Cardiac MRI Synthesis |
Cao, Yiheng |
Code |
ACDC dataset: https://www.creatis.insa-lyon.fr/Challenge/acdc/databases.html Kaggle dataset: https://www.kaggle.com/c/second-annual-data-science-bowl/data M&Ms dataset: https://www.ub.edu/mnms/ M&Ms2 dataset: https://www.ub.edu/mnms-2/[Dataset 1](https://www.creatis.insa-lyon.fr/Challenge/acdc/databases.html) · Dataset 2 · Dataset 3 · Dataset 4 |
Information & reviews |
| Anatomy-Structured Hierarchical MIL for Weakly-Supervised Thoracic Disease Detection in Chest X-Rays |
Kim, Jeongin |
Code |
N/A |
Information & reviews |
| Anatomy-Texture Aware Safe Gradient Guidance for Source-Free Domain Adaptive Echocardiography Video Segmentation |
Lv, Jinrong |
Code |
CAMUS dataset: https://www.creatis.insa-lyon.fr/Challenge/camus/ EchoNet-Dynamic dataset: https://echonet.github.io/dynamic/ EchoNet-Pediatric dataset: https://echonet.github.io/pediatric/[Dataset 1](https://www.creatis.insa-lyon.fr/Challenge/camus/) · Dataset 2 · Dataset 3 |
Information & reviews |
| Angio-Stitch: An Unsupervised Coarse-to-Fine Framework for Sequential Stitching of Confocal Laser Endomicroscopy Images |
Hu, Xiaoshi |
Code |
N/A |
Information & reviews |
| Anomaly Detection in Fetal Echocardiography via Cross-Modal Translation and Region-Discriminated Error Calibration |
Yang, Qianye |
Code |
N/A |
Information & reviews |
| AnomExpert: Identifying and Selecting Anatomical Planes for Prenatal Ultrasound Anomaly Diagnosis |
Wang, Jian |
Code |
N/A |
Information & reviews |
| APEX-SAM: Anatomy-Aware Prompting with Expert Retrieval for Training-Free Medical Image Segmentation |
Mao, Zhihao |
Code |
CHAOS dataset: https://chaos.grand-challenge.org/ BTCV (Multi-Atlas Labeling Beyond the Cranial Vault) dataset: https://www.synapse.org/Synapse:syn3193805 MS-CMRSeg 2019 dataset: https://zmiclab.github.io/zxh/0/mscmrseg19/[Dataset 1](https://chaos.grand-challenge.org/) · Dataset 2 · Dataset 3 |
Information & reviews |
| Arrhythmia-Robust Cine-MRI via Latent Motion Artifact Characterization |
Ning, Gaoning |
Code |
N/A |
Information & reviews |
| AS-TIME: Time-Conditioned Multimodal Modeling of Aortic Stenosis Progression |
Kim, Diane |
Code |
N/A |
Information & reviews |
| ASTAR: Automated Induction of STAndardized Radiology Reporting Templates from Large-Scale Clinical Free-Text Corpora |
Zhang, Xinfeng |
Code |
N/A |
Information & reviews |
| Asym-MSF: Asymmetric Multi-scale Structural Fusion for Robust BCVA Prediction with Self-supervised Fidelity Constraints |
Wang, Yifei |
Code |
N/A |
Information & reviews |
| AsynDiff: Asynchronous-Timestep Diffusion with Noise-Aware Attention for Multi-sequence MRI Synthesis |
Han, Luyi |
Code |
BraTS2021: https://www.cancerimagingarchive.net/analysis-result/rsna-asnr-miccai-brats-2021/ BraTS-GLI (2024): https://www.synapse.org/Synapse:syn53708249/wiki/626323[Dataset 1](https://www.cancerimagingarchive.net/analysis-result/rsna-asnr-miccai-brats-2021/) · Dataset 2 |
Information & reviews |
| AtomiMed: Hierarchical Atomic Fact-Checking for Universal Clinical-Aware Medical Report Evaluation |
Wang, Yuan |
Code |
N/A |
Information & reviews |
| Attention is Matter for Inclusiveness: Generating Synthetic CT for Patients with Hip Implants |
Zala, Nico Camillo |
Code |
SynthRAD2023 dataset (Dataset 3): https://zenodo.org/records/7260705[Dataset 1](https://zenodo.org/records/7260705) |
Information & reviews |
| Attention-Based Prototype Calibration for Multi-Rater Few-Shot Medical Image Segmentation |
Vu, Truong |
Code |
CURVAS dataset: https://zenodo.org/records/13767408 QUBIQ Brain-Growth dataset: https://qubiq21.grand-challenge.org/participation/[Dataset 1](https://zenodo.org/records/13767408) · Dataset 2 |
Information & reviews |
| Attenuation-Resilient Alternating Optimization for Laparoscopic Liver Landmark Detection |
Liu, Lanqing |
Code |
P2ILF dataset: https://p2ilf.grand-challenge.org/ L3D dataset: https://github.com/PJLallen/D2GPLand L3D-2K dataset: https://github.com/cuiruize/D2GPLand-Plus[Dataset 1](https://p2ilf.grand-challenge.org/) · Dataset 2 · Dataset 3 |
Information & reviews |
| Automated Disentangling Analysis of Skin Colour for Lesion Images |
Yang, Wenbo |
Code |
N/A |
Information & reviews |
| Automated Optical Density Normalization for Myelin Quantification: Cross-Modal Validation with 7T Ex Vivo MRI |
Khodakarami, Zahra |
Code |
N/A |
Information & reviews |
| Automatic LV Localization and Short-Axis Plane Estimation from Arbitrary CMR Slice |
Yu, Yi |
Code |
N/A |
Information & reviews |
| B-spline Activations as Intrinsic Uncertainty Estimators in Medical Image Segmentation |
Du, Wenju |
Code |
CVC-ClinicDB (colonoscopy): https://polyp.grand-challenge.org/CVCClinicDB/ BUSI - Breast Ultrasound Images (ultrasound): https://scholar.cu.edu.eg/?q=afahmy/pages/dataset ISIC 2018 Task 1 - lesion segmentation (dermoscopy): https://challenge.isic-archive.com/data/ REFUGE (retinal fundus): https://refuge.grand-challenge.org/[Dataset 1](https://polyp.grand-challenge.org/CVCClinicDB/) · Dataset 2 · Dataset 3 · Dataset 4 |
Information & reviews |
| Bayesian Temporal Pose Networks for Uncertainty-Calibrated Laparoscopic Tool Pose Tracking |
Choudhry, Omar |
Code |
https://doi.org/10.5281/zenodo.20752650[Dataset 1](https://doi.org/10.5281/zenodo.20752650) |
Information & reviews |
| Bayesian Topological Analysis of Brain Networks |
Zhu, Xukun |
Code |
Duke/UNC Alzheimer’s Disease Research Center (ADRC) resting-state fMRI dataset: https://dukeuncadrc.org/[Dataset 1](https://dukeuncadrc.org/) |
Information & reviews |
| BC-MultiSet: A Multi-target Dataset and Benchmark for Clinical Tasks in Breast Cancer |
Illarionova, Svetlana |
Code |
BC-MultiSet dataset: http://doi.org/10.5281/zenodo.20717567[Dataset 1](http://doi.org/10.5281/zenodo.20717567) |
Information & reviews |
| BCER Agent: Reliable Long-Horizon MRI Workflow Execution via Compilation, Artifact Binding, and Bounded Local Recovery |
Long, Ziyang |
Code |
N/A |
Information & reviews |
| BDFR-Net: Boundary-Aware Dual-Domain Feature Reconstruction Network for Fetal Ultrasound Image Segmentation |
Zhang, Wenfeng |
Code |
Miccai2024 dataset: https://www.kaggle.com/datasets/aspirexxx/iugc-ultrasound-video-dataset-miccai-2024 JNU-IFM dataset: https://figshare.com/articles/dataset/JNU-IFM/14371652 PSFHS dataset: https://zenodo.org/records/10969427 FH-PS-AoP dataset: https://www.kaggle.com/datasets/aspirexxx/psfhs-ultrasound-dataset-miccai-2023[Dataset 1](https://www.kaggle.com/datasets/aspirexxx/iugc-ultrasound-video-dataset-miccai-2024) · Dataset 2 · Dataset 3 · Dataset 4 |
Information & reviews |
| Be Indiscrete: The Benefits of Learning Continuous Spine Degeneration Severity Scores |
Monzon, Maria |
Code |
N/A |
Information & reviews |
| Benchmarking Pathology Foundation Models for Spatial Domain Understanding |
Zhao, Bokai |
Code |
N/A |
Information & reviews |
| Benchmarking Video Foundation Models for Remote Parkinson’s Disease Screening |
Islam, Md Saiful |
Code |
https://rochester.app.box.com/s/utw6cxrodcixenks1dxfbo9kagal7djp The dataset is described in the GitHub repository . We are actively working to add more types of anonymized data and will update the repository accordingly.Dataset 1 · Dataset 2 |
Information & reviews |
| Better Said Than Seen: Exposing and Mitigating Modality Collapse with ICD-11-Grounded Evaluation |
Hassan, Lara |
Code |
DermaVQA dataset: https://osf.io/72rp3/[Dataset 1](https://osf.io/72rp3/) |
Information & reviews |
| Beyond Clean Test Sets: Spurious Correlations in Medical Vision-language Models and the Role of Concept Supervision |
Corbetta, Valentina |
Code |
https://github.com/Emory-HITI/EMBED\_Open\_Data https://csyizhou.github.io/FGADR/ https://zenodo.org/records/20849422[Dataset 1](https://github.com/Emory-HITI/EMBED_Open_Data) · Dataset 2 · Dataset 3 |
Information & reviews |
| Beyond Stochastic Diffusion: Trajectory-Consistent Deterministic Flow Matching for Fluorescence Molecular Tomography |
Xue, Qianqian |
Code |
N/A |
Information & reviews |
| Beyond the Batch: Momentum-Updated Virtual Cohorts for 3D PET-CT Prognosis |
Liang, Xinglong |
Code |
N/A |
Information & reviews |
| Beyond Visual Cues: CoT-Enhanced Reasoning for Semi-supervised Medical Image Segmentation |
Chen, Yuming |
Code |
N/A |
Information & reviews |
| Beyond Visual Forensics: Auditing Multimodal Robustness for Synthetic Medical Image Detection |
Chiu, Ching-Hao |
Code |
N/A |
Information & reviews |
| BiC-ODE: Bidirectionally Coupled Neural ODEs for Rapid Laminar Surface Reconstruction of the Human Cortex from 5T MRI |
Cao, Shui |
Code |
N/A |
Information & reviews |
| Bidirectional Anatomy-Aware Post-Training for Longitudinal Chest X-Ray Progression Modeling |
Chen, Yuming |
Code |
mimic-cxr-jpg dataset: https://www.physionet.org/content/mimic-cxr-jpg/2.1.0/ chest imaGenome dataset: https://physionet.org/content/chest-imagenome/1.0.0/ ms-cxr-t dataset: https://physionet.org/content/ms-cxr-t/1.0.0/[Dataset 1](https://www.physionet.org/content/mimic-cxr-jpg/2.1.0/) · Dataset 2 · Dataset 3 |
Information & reviews |
| BIGUS: Beam Integrated Gaussian Scattering for Continuous Ultrasound View Synthesis |
Abdelaziz, Youssif |
Code |
N/A |
Information & reviews |
| BiM-GeoAttn-Net: Linear-Time Depth Modeling with Geometry-Aware Attention for 3D Aortic Dissection CTA Segmentation |
Zhang, Yuan |
Code |
N/A |
Information & reviews |
| BioFact-MoE: Biologically Factorized Mixture of Experts for Vision–Language Prognostic Modeling in Hepatocellular Carcinoma |
Yang, Junlin |
Code |
N/A |
Information & reviews |
| BioFlow: A Biologically Valid Support-Preserving Flow for Histology-Conditioned Spatial Transcriptomics Prediction |
Xu, Haoran |
Code |
PRAD READ datasets: https://huggingface.co/datasets/MahmoodLab/hest[Dataset 1](https://huggingface.co/datasets/MahmoodLab/hest) |
Information & reviews |
| BioGuide: Biomedically-Guided Segmentation for Medical Tasks |
Alsahanova, Nadezhda |
Code |
N/A |
Information & reviews |
| Boosting Ultrasound Image Classification via Attribute-Guided Dual-Branch Framework |
Zhao, Bo |
Code |
N/A |
Information & reviews |
| Born Different: A Multi-level Individualized Modeling Framework for Embryo Euploidy Prediction |
Tan, Shuangyi |
Code |
N/A |
Information & reviews |
| Boundary-Aware Multi-Granularity Learning for Depression Severity Estimation |
Li, Zhihong |
Code |
N/A |
Information & reviews |
| Brain-Adapter: A Dual-Stream Vision-Language MIL Framework for Comprehensive 3D CT Diagnosis of Acute Intracranial Pathologies |
Yi, Zhenyu |
Code |
CQ500 dataset: https://github.com/tomboulier/cq500-downloader[Dataset 1](https://github.com/tomboulier/cq500-downloader) |
Information & reviews |
| Brain-DiT: A Universal Multi-state fMRI Foundation Model with Metadata-Conditioned Pretraining |
Xia, Junfeng |
Code |
Multiple public neuroimaging datasets were used in this study, including HCP, ABCD, ABIDE, ADNI, NKI, ADHD-200, PPMI, NSD, StudyForrest, and others. Dataset access information and links are provided in the manuscript and project repository: https://github.com/REDMAO4869/Brain-DiT[Dataset 1](https://github.com/REDMAO4869/Brain-DiT) |
Information & reviews |
| Brain-Specialized Self-supervised Learning: Neuroanatomy-Aware Spatial Priors for 3D Brain MRI |
Kim, Kyeong Ho |
Code |
N/A |
Information & reviews |
| BRAIN: Bi-directional Motion Reasoning with Dynamic Memory Pruning for Surgical Video Segmentation |
Xu, Chuanzhen |
Code |
N/A |
Information & reviews |
| BrainACU: Asynchronous Coordination Unit Modeling for Dynamic Brain Network Analysis |
Guo, Guiliang |
Code |
N/A |
Information & reviews |
| BrainAnytime: Anatomy-Aware Cross-Modal Pretraining for Brain Image Analysis with Arbitrary Modality Availability |
Yang, Guangqian |
Code |
N/A |
Information & reviews |
| BrainHTF: Learning Causal Graph Representation of Brain Connectome with Hyperbolic Transformer |
Sun, Qiyu |
Code |
ABIDE dataset: http://fcon\_1000.projects.nitrc.org/indi/abide/ ADNI dataset: http://adni.loni.usc.edu/[Dataset 1](http://fcon_1000.projects.nitrc.org/indi/abide/) · Dataset 2 |
Information & reviews |
| BrainSTR: Spatio-Temporal Contrastive Learning for Interpretable Dynamic Brain Network Modeling |
Guo, Guiliang |
Code |
N/A |
Information & reviews |
| BrainWeaver: Weaving Dynamic Brain Networks with ROI-Guided Attention for Cognitive Assessment |
Liu, Tao |
Code |
HCP S1200 dataset: https://www.humanconnectome.org/study/hcp-young-adult/data-releases[Dataset 1](https://www.humanconnectome.org/study/hcp-young-adult/data-releases) |
Information & reviews |
| Breaking Annotation Dependency in Coronary Stenosis Segmentation via Physics-Driven Sim2Real Learning |
Zhang, Baochang |
Code |
N/A |
Information & reviews |
| BREIT: A Framework for Brain Stroke Reconstruction using Multi-frequency 3D EIT |
Abdelmoumene, Djahid |
Code |
https://zenodo.org/records/20937062[Dataset 1](https://zenodo.org/records/20937062) |
Information & reviews |
| Bridging Heterogeneous Medical Datasets via Mixture-of-Specialists Adapters for Unified Medical Image Classification |
Huang, Shixing |
Code |
MedMNIST v2 (18 datasets): https://medmnist.com/ MedIMeta (2D external validation): https://huggingface.co/datasets/MedIMeta/MedIMeta MosMedData (3D external validation): https://mosmed.ai/datasets/covid19\_1110[Dataset 1](https://medmnist.com/) · Dataset 2 · Dataset 3 |
Information & reviews |
| Bridging Research and Practice: A Systematic Evaluation of Generalist and Dermatology-Specific Models in Clinical Skin Lesion Classification |
dos Santos, Emanoel |
Code |
PAD-UFES-20: https://data.mendeley.com/datasets/zr7vgbcyr2/ HAM10000: https://api.isic-archive.com/collections/212/ ISIC18: https://challenge.isic-archive.com/data/#2018 ISIC24: https://challenge.isic-archive.com/data/#2024 DDI: https://stanford.redivis.com/datasets/3r16-5mby7gfer SD-198: https://derm.cs.sfu.ca/Welcome.html DermAI-HC: https://arxiv.org/abs/2511.10367[Dataset 1](https://data.mendeley.com/datasets/zr7vgbcyr2/) · Dataset 2 · Dataset 3 · Dataset 4 · Dataset 5 · Dataset 6 · Dataset 7 |
Information & reviews |
| Bridging Single Distortion Artifacts and Multifactorial Clinical Quality: Few-Shot Biparametric MRI Quality Assessment via Distortion-Trained Prototypical Networks |
Tang, Yucheng |
Code |
N/A |
Information & reviews |
| Bridging the Markerless Tracking Validation Gap: Intraoperative X-Ray Workflow Integration |
Daly, Connor |
Code |
CAD files and spine meshes: https://github.com/condog101/BMTVG depth videos: https://huggingface.co/datasets/zcbecda/BMTVG[Dataset 1](https://github.com/condog101/BMTVG) · Dataset 2 |
Information & reviews |
| Bridging Vision Foundation Model Priors with CLIP for Spatial-aware Few-shot Anomaly Detection in Medical Images |
Miao, Juzheng |
Code |
N/A |
Information & reviews |
| B² Loss for Evidential Classification of Critical View of Safety in Laparoscopic Cholecystectomy |
Nowak, Franciszek M. |
Code |
Endoscapes2023 dataset: https://github.com/CAMMA-public/Endoscapes[Dataset 1](https://github.com/CAMMA-public/Endoscapes) |
Information & reviews |
| CAG-WM: A Synthetic-Data-Driven Coronary World Model for Autonomous Guidewire Navigation |
Cao, Yue |
Code |
N/A |
Information & reviews |
| CalCErt: Bin-wise Certification of Confidence Calibration in Medical Image Classification |
Fillioux, Leo |
Code |
N/A |
Information & reviews |
| CalcSeg: Confidence-aware 3D Latent Context Curriculum Learning For Myocardial Scar Segmentation From Single-Stack LGE-CMRs |
Jayakumar, Nivetha |
Code |
automatic Evaluation of Myocardial Infarction from Delayed-Enhancement Cardiac MRI (EMIDEC): https://emidec.com/dataset STACOM challenge (human only): https://www.doc.ic.ac.uk/~rkarim/la\_lv\_framework/lv\_infarct/index.html UVA Health data: private in-house LGE dataDataset 1 · Dataset 2 |
Information & reviews |
| CALHippo: Cell Segmentation for Neuronal Density Inference in the Human Hippocampus |
Casari, Giovanni |
Code |
CALHippo: https://ditto.ing.unimore.it/calhippo[Dataset 1](https://ditto.ing.unimore.it/calhippo) |
Information & reviews |
| Calibrated Confidence Expression for Radiology Report Generation |
Bani-Harouni, David |
Code |
MIMIC-CXR: https://physionet.org/content/mimic-cxr/2.1.0/ IU-Xray: https://pubmed.ncbi.nlm.nih.gov/26133894/[Dataset 1](https://physionet.org/content/mimic-cxr/2.1.0/) · Dataset 2 |
Information & reviews |
| CalibSleep: Cross-Modal Calibration and Rule-Aware Learning for Automatic Sleep Stage Classification |
Chen, Xiang |
Code |
SHHS1: https://sleepdata.org/datasets/shhs[Dataset 1](https://sleepdata.org/datasets/shhs) |
Information & reviews |
| CALM: Interpretable Cross-Modal Alignment for Biomarker Discovery from Unpaired Data |
Wang, Jueqi |
Code |
ABIDE dataset: https://fcon\_1000.projects.nitrc.org/indi/abide/ SSC dataset: https://www.sfari.org/resource/simons-simplex-collection/ ACE dataset: https://nda.nih.gov/edit\_collection.html?id=2021[Dataset 1](https://fcon_1000.projects.nitrc.org/indi/abide/) · Dataset 2 · Dataset 3 |
Information & reviews |
| Can Agents Distinguish Visually Hard-to-Separate Diseases in a Zero-Shot Setting? A Pilot Study |
Zhao, Zihao |
Code |
derm7pt dataset: https://www.kaggle.com/datasets/menakamohanakumar/derm7pt MIMIC-CXR-JPG dataset: https://www.physionet.org/content/mimic-cxr-jpg/2.1.0/[Dataset 1](https://www.kaggle.com/datasets/menakamohanakumar/derm7pt) · Dataset 2 |
Information & reviews |
| Can Experts Adapt Without Training? On Test-Time Modality Generalization in MVLMs |
Imam, Raza |
Code |
N/A |
Information & reviews |
| Cancer-Type-Agnostic Pan-Cancer Gene Expression Prediction from Histopathological Images |
Shen, Yiyang |
Code |
N/A |
Information & reviews |
| Cardiac Motion Transfer with Adaptive Physics Constraint |
Yu, Chengjin |
Code |
N/A |
Information & reviews |
| CardiacPULSE: Frequency-Aware Self-supervised Cardiac Phase Detection in Echocardiography |
Guo, Jiarong |
Code |
EchoNet-dynamic dataset: https://echonet.github.io/dynamic/ CAMEO dataset: https://ieee-dataport.org/documents/descriptor-cardiac-multi-view-echo-dataset-cameo[Dataset 1](https://echonet.github.io/dynamic/) · Dataset 2 |
Information & reviews |
| CardioDiT: Latent Diffusion Transformers for 4D Cardiac MRI Synthesis |
Seyfarth, Marvin |
Code |
M&Ms-2: https://www.ub.edu/mnms-2/ ACDC: https://www.creatis.insa-lyon.fr/Challenge/acdc/databases.html[Dataset 1](https://www.ub.edu/mnms-2/) · Dataset 2 |
Information & reviews |
| CardioGS: Deformation-Driven 4D Gaussian Splatting with Self-supervised Cardiac Clock Learning for Rotational DSA Reconstruction |
Liu, Yilun |
Code |
N/A |
Information & reviews |
| CARE: Clinically Aligned Retrieval Evidence for Consistent Radiology Report Generation |
Zhu, Jintao |
Code |
IU X-Ray dataset: https://drive.google.com/file/d/1c0BXEuDy8Cmm2jfN0YYGkQxFZd2ZIoLg/view MIMIC-CXR-RRG dataset: https://huggingface.co/datasets/Yamini-1628/MIMIC-CXR-RRG[Dataset 1](https://drive.google.com/file/d/1c0BXEuDy8Cmm2jfN0YYGkQxFZd2ZIoLg/view) · Dataset 2 |
Information & reviews |
| CARE: Confidence-Aware Reasoning for Reliable Medical VQA |
Du, Yuetian |
Code |
N/A |
Information & reviews |
| CARformer: Class-Aware Representation Learning for Small-Cohort, Imbalanced Psychiatric Disorder Classification in Brain MRI |
Fu, Xingyue |
Code |
SRPBS Multi-disorder MRI Dataset: https://bicr-resource.atr.jp/accounts/create\_srpbsopen/[Dataset 1](https://bicr-resource.atr.jp/accounts/create_srpbsopen/) |
Information & reviews |
| Case-Specific Priors-Guided Multimodal Fusion for Prognosis Prediction in Head and Neck Cancer |
Lin, Yue |
Code |
HANCOCK Dataset: https://hancock.research.fau.eu/download[Dataset 1](https://hancock.research.fau.eu/download) |
Information & reviews |
| CDFP-Net: Cross-Modal Dynamic Fusion with Diffusion Priors for PET-CT Tumor Segmentation |
Wei, Minqin |
Code |
N/A |
Information & reviews |
| CDPM-Align: Multi-Scale Guidance-Aligned Diffusion Pretraining for Robust Few-Shot Anatomical Landmark Detection |
Di Via, Roberto |
Code |
N/A |
Information & reviews |
| Cell-Division-Aware Category-Enhanced Contrastive Learning Model for Embryonic Cleavage Stage Classification |
Li, Yukun |
Code |
N/A |
Information & reviews |
| Cervical Vertebral Maturation Staging from a Continuous Perspective |
Mahajan, Kush |
Code |
N/A |
Information & reviews |
| CerviThink: A Reinforced Visual Reasoning Framework for Cervical Cancer Cell Classification |
Fei, Manman |
Code |
ComparisonDetector dataset: https://github.com/kuku-sichuan/ComparisonDetector HiCervix dataset: https://zenodo.org/records/11081816[Dataset 1](https://github.com/kuku-sichuan/ComparisonDetector) · Dataset 2 |
Information & reviews |
| CheXanatomy: Anatomy–Aware Vision–Language Modeling for Chest Radiographs |
Gatidis, Sergios |
Code |
N/A |
Information & reviews |
| CHILD: Human-in-the-Loop OOD Detection for Safe Clinical Deployment |
Ye, Jinlun |
Code |
N/A |
Information & reviews |
| ChronoSurv: A Clinical Pathway-Guided Graph Framework for Multimodal Survival Analysis |
Miccinilli, Hugo |
Code |
HANCOCK: https://www.hancock.research.uni-erlangen.org/download TCGA: https://portal.gdc.cancer.gov/[Dataset 1](https://www.hancock.research.uni-erlangen.org/download) · Dataset 2 |
Information & reviews |
| CiLA: Knowledge-Preserving Self-supervised Adaptation of CLIP for Fundus Imaging |
Huang, Yijin |
Code |
EyePACS dataset: https://www.kaggle.com/c/diabetic-retinopathy-detection/overview Messidor-2 dataset: https://www.adcis.net/en/third-party/messidor2 IChallenge-AMD dataset: https://refuge.grand-challenge.org/iChallenge-AMD Retinal dataset: https://www.kaggle.com/datasets/jr2ngb/cataractdataset ODIR-5k dataset: https://odir2019.grand-challenge.org MPOS dataset: https://github.com/whq-xxh/FFA-Synthesis[Dataset 1](https://www.kaggle.com/c/diabetic-retinopathy-detection/overview) · Dataset 2 · Dataset 3 · Dataset 4 · Dataset 5 · Dataset 6 |
Information & reviews |
| CIPHER: Causal Intervention Pathways for Healthcare Equity and Robustness |
Jia, Xinyu |
Code |
CheXpert dataset: https://aimi.stanford.edu/datasets/chexpert-chest-x-rays MIMIC-CXR dataset: https://physionet.org/content/mimic-cxr/2.1.0/ MILK10K dataset: https://api.isic-archive.com/doi/milk10k/[Dataset 1](https://aimi.stanford.edu/datasets/chexpert-chest-x-rays) · Dataset 2 · Dataset 3 |
Information & reviews |
| ClinCoT: Clinical-Aware Visual Chain-of-Thought for Medical Vision Language Models |
Liu, Xiwei |
Code |
N/A |
Information & reviews |
| Clinically-Grounded Hierarchical Classification for Consistent Chest X-ray Interpretation |
Moon, Jong Hak |
Code |
https://www.physionet.org/content/mimic-cxr-jpg/2.1.0/[Dataset 1](https://www.physionet.org/content/mimic-cxr-jpg/2.1.0/) |
Information & reviews |
| ClinRAG-GRAPH: Clinical-Prior Retrieval-Augmented Graph Model with Domain Adversarial Learning for Breast pCR Prediction |
Duan, Yaofei |
Code |
N/A |
Information & reviews |
| CMSA-Net: Causal Multi-scale Aggregation with Adaptive Multi-source Reference for Video Polyp Segmentation |
Wang, Tong |
Code |
SUN-SEG: https://github.com/GewelsJI/VPS[Dataset 1](https://github.com/GewelsJI/VPS) |
Information & reviews |
| Co-MoCo: Collaborative Learning Enabled Motion Compensation for Weight-Bearing CBCT |
Lin, Tong |
Code |
N/A |
Information & reviews |
| Coarse-to-Fine Meta-Reweighting with Dynamic Retrieval for Adult-to-Pediatric Domain Adaptation in Tumor Segmentation |
Al-Fakih, Abdulkhalek |
Code |
BraTS 2021: https://arxiv.org/abs/2405.18368 BraTS-PEDs 2024: https://arxiv.org/abs/2407.08855[Dataset 1](https://arxiv.org/abs/2405.18368) · Dataset 2 |
Information & reviews |
| COAST: Context-Aware Differential Learning for Gene Expression Prediction in Spatial Transcriptomics |
Byeon, Keunho |
Code |
N/A |
Information & reviews |
| CoGaze: Closed-Loop Eye-Face Alignment for Multi-center Mobile Gaze-Based Cognitive Screening in Older Adults |
Yu, Jiahui |
Code |
N/A |
Information & reviews |
| Collaborative Multiscale Representation Learning for AMD Detection |
Jang, Nayeon |
Code |
N/A |
Information & reviews |
| Collaborative Topology and Connectivity Learning for EM Neuron Segmentation |
Shi, Haoyuan |
Code |
N/A |
Information & reviews |
| Colon-Bench: An Agentic Workflow for Scalable Dense Lesion Annotation in Full-Procedure Colonoscopy Videos |
Hamdi, Abdullah |
Code |
https://huggingface.co/datasets/ajhamdi/colon-bench[Dataset 1](https://huggingface.co/datasets/ajhamdi/colon-bench) |
Information & reviews |
| Community-Aware Dynamic Graph Learning for Brain Disorder Diagnosis |
Li, Qiuyan |
Code |
N/A |
Information & reviews |
| Compass: Prostate Cancer Detection Needs Multi-view Context |
Wilson, Paul F. R. |
Code |
N/A |
Information & reviews |
| Computer-Assisted Intervention in Capsule Endoscopy: A Real-Time Edge-AI Auditing System |
Bravo, Diego |
Code |
Galar:[https://plus.figshare.com/articles/dataset/Galar\_- a_large_multi-label_video_capsule_endoscopy_dataset/25304616/1](https://plus.figshare.com/articles/dataset/Galar -_a_large_multi-label_video_capsule_endoscopy_dataset/25304616/1) Rhode Island Gastroenterology Video Capsule Endoscopy Dataset: https://springernature.figshare.com/collections/Rhode\_island\_gastroenterology\_video\_capsule\_endoscopy\_data\_set/6071216/1[Dataset 1](https://springernature.figshare.com/collections/Rhode_island_gastroenterology_video_capsule_endoscopy_data_set/6071216/1) · Dataset 2 · Dataset 3 |
Information & reviews |
| Concept-Guided Noisy Negative Suppression for Zero-Shot Classification and Grounding of Chest X-Ray Findings |
Lian, Chenyu |
Code |
N/A |
Information & reviews |
| Conditional Diffusion Prompting for Ambiguous Medical Image Segmentation |
Zhao, Hongkai |
Code |
N/A |
Information & reviews |
| Conformal 3D Lesion Segmentation with Balanced Risk Control |
Tan, Binyu |
Code |
KiTS21 dataset: https://kits-challenge.org/kits21/ LiTS dataset: https://competitions.codalab.org/competitions/17094 NIH-LN ABD dataset: https://www.cancerimagingarchive.net/collection/ct-lymph-nodes/ LIDC-IDRI dataset: https://www.cancerimagingarchive.net/collection/lidc-idri/ MDSC-Colon dataset: http://medicaldecathlon.com/ MDSC-Pancreas dataset: http://medicaldecathlon.com/[Dataset 1](https://kits-challenge.org/kits21/) · Dataset 2 · Dataset 3 · Dataset 4 · Dataset 5 |
Information & reviews |
| CONNECT-4: Brain Connectivity-Guided Hyperedge Graph Fusion for Structural MRI to 4D Rest Functional MRI Synthesis |
Hassan, Salma |
Code |
N/A |
Information & reviews |
| ConnecToMind2: Inter-Subject fMRI Decoding via Whole-Brain Connectome-Guided Alignment |
Bae, Gunwoo |
Code |
N/A |
Information & reviews |
| ConstTrack: Constellation-Guided Cell Tracking Under Lineage Constraints |
Xu, Yiwen |
Code |
Cell Tracking Challenge: https://celltrackingchallenge.net/2d-datasets/ DeepCell: https://datasets.deepcell.org/[Dataset 1](https://celltrackingchallenge.net/2d-datasets/) · Dataset 2 |
Information & reviews |
| ContiStain: Cross-Domain Relation-Preserving Distillation for Continual Multi-domain Virtual IHC Staining |
Chen, Fuqiang |
Code |
N/A |
Information & reviews |
| Contrast-Invariant Reference-Based Slice Thickness Estimation in MRI via Spectral Matching |
Remedios, Samuel W. |
Code |
OASIS-3 dataset: https://sites.wustl.edu/oasisbrains/home/oasis-3/ HCP-1200 dataset: https://www.humanconnectome.org/study/hcp-young-adult/document/1200-subjects-data-release[Dataset 1](https://sites.wustl.edu/oasisbrains/home/oasis-3/) · Dataset 2 |
Information & reviews |
| Contrastive and Adaptive Multi-modal Masked Autoencoder for Spatial Transcriptomics |
Kim, Joohyeok |
Code |
N/A |
Information & reviews |
| Contrastive Learning under Noisy Temporal Self-Supervision for Colonoscopy Videos |
Parolari, Luca |
Code |
REAL-Colon: https://doi.org/10.25452/figshare.plus.22202866 SUN database: http://amed8k.sundatabase.org/ PolypSize: https://doi.org/10.6084/m9.figshare.28030115 PolypsSet: https://dataverse.harvard.edu/citation?persistentId=doi:10.7910/DVN/FCBUOR[Dataset 1](https://doi.org/10.25452/figshare.plus.22202866) · Dataset 2 · Dataset 3 · Dataset 4 |
Information & reviews |
| Controllable Generation of Diverse Dermatological Imagery for Fair and Efficient Malignancy Classification |
Carrión, Héctor |
Code |
https://huggingface.co/datasets/hcarrion/ControllableGenDDI[Dataset 1](https://huggingface.co/datasets/hcarrion/ControllableGenDDI) |
Information & reviews |
| Controllable Histopathology Image Synthesis with Training-Free Structural Initialization and Textural Modulation |
Qiu, Yuheng |
Code |
N/A |
Information & reviews |
| ConVL: Interpretable Concept-Guided Vision-Language MIL for Survival Analysis in Whole Slide Images |
Li, Junjian |
Code |
N/A |
Information & reviews |
| CoRe-DA: Contrastive Regression for Unsupervised Domain Adaptation in Surgical Skill Assessment |
Anastasiou, Dimitrios |
Code |
RARP-skill dataset: https://github.com/anastadimi/CoRe-DA RAH-skill dataset: https://github.com/anastadimi/CoRe-DA JIGSAWS dataset: https://cirl.lcsr.jhu.edu/research/hmm/datasets/jigsaws\_release/ AIxSuture dataset: https://zenodo.org/records/7940583[Dataset 1](https://github.com/anastadimi/CoRe-DA) · Dataset 2 · Dataset 3 |
Information & reviews |
| CortexAdapt3D: Parameter-Efficient Fine-Tuning of General 3D Foundation Models for Cortical Surface Analysis |
Li, Kehan |
Code |
N/A |
Information & reviews |
| CoSim: Unleashing Eye Movements for EEG-Free Emotion Recognition via Conditional Prompting and Similarity-Guided Augmentation |
An, Xiaoling |
Code |
SEED dataset: https://bcmi.sjtu.edu.cn/home/seed/seed.html SEED-IV dataset: https://bcmi.sjtu.edu.cn/home/seed/seed-iv.html[Dataset 1](https://bcmi.sjtu.edu.cn/home/seed/seed.html) · Dataset 2 |
Information & reviews |
| Counterfactual Anatomy-Guided Spatial-Temporal Decoding for Annotation-Free Hallucination Mitigation in Medical VLMs |
Lu, Yifan |
Code |
MIMIC-CXR dataset: https://physionet.org/content/mimic-cxr/ SLAKE dataset: https://huggingface.co/datasets/BoKelvin/SLAKE[Dataset 1](https://physionet.org/content/mimic-cxr/) · Dataset 2 |
Information & reviews |
| Counterfactual Contrastive Analysis |
He, Yunlong |
Code |
N/A |
Information & reviews |
| Counterfactual Stress-Testing for Fixing Lung Cancer Segmentation Models |
Santhirasekaram, Ainkaran |
Code |
N/A |
Information & reviews |
| CPAgents: Agentic Composite Phenotype Generation for Cardiac Disease Association |
Li, Zuoou |
Code |
UK Biobank: http://www.ukbiobank.ac.uk/register-apply[Dataset 1](http://www.ukbiobank.ac.uk/register-apply) |
Information & reviews |
| CPS4: Class Prompt Driven Semi-supervised Spine Segmentation with Class-Specific Consistency Constraint |
Pan, Qingtao |
Code |
https://www.spinesegmentation-challenge.com[Dataset 1](https://www.spinesegmentation-challenge.com) |
Information & reviews |
| CRIMSON: A Clinically-Grounded LLM-Based Metric for Generative Radiology Report Evaluation |
Baharoon, Mohammed |
Code |
N/A |
Information & reviews |
| Cross-Cancer Expert-Routing Knowledge Transfer in Federated Prognosis Prediction |
Wang, Shu |
Code |
N/A |
Information & reviews |
| Cross-channel Consistent Mamba for Extreme Limited-View Photoacoustic Tomography Reconstruction |
Xu, Shicheng |
Code |
In vivo mice dataset: https://github.com/USTCXSC/C2-Mamba-PAT[Dataset 1](https://github.com/USTCXSC/C2-Mamba-PAT) |
Information & reviews |
| Cross-domain Controllable Generation Enables Zero-shot Fundus Image Analysis |
Li, Kaiwen |
Code |
N/A |
Information & reviews |
| Cross-Modal Concept Transfer: From ECG Signals to Images for Explainable Disease Prediction |
Lee, Chan |
Code |
CPSC2018 dataset: https://physionet.org/content/challenge-2020/1.0.2/training/#files-panel PTB-XL dataset: https://physionet.org/content/ptb-xl/1.0.3/[Dataset 1](https://physionet.org/content/challenge-2020/1.0.2/training/#files-panel) · Dataset 2 |
Information & reviews |
| Cross-Modal Contrastive Learning of ECG and Angiography Representations for Severe Stenosis Classification |
Cenikj, Nikola |
Code |
N/A |
Information & reviews |
| CrownFusion: 3D Dental Crown Generation Using Geometry Images and Latent Diffusion |
Ye, Johan Ziruo |
Code |
https://github.com/JohanYe/CrownFusion/tree/main/data[Dataset 1](https://github.com/JohanYe/CrownFusion/tree/main/data) |
Information & reviews |
| CSAM-HQ: A Multi-stage Refinement Framework for Surgical Instrument Segmentation based on SAM and Probabilistic Graphical Models |
Shi, Xueyi |
Code |
Endovis2017 dataset: https://zenodo.org/records/10527017 Endovis2018 dataset: https://zenodo.org/records/10527017 CATARACTS dataset: https://cataracts.grand-challenge.org/Download/[Dataset 1](https://zenodo.org/records/10527017) · Dataset 2 |
Information & reviews |
| CSGE: Break the SSL Bottleneck in Medical Image Segmentation via Collaborative Semantic-Geometric Experts |
Wan, Yufei |
Code |
N/A |
Information & reviews |
| CSWinUNETR: Segmentation of Thin Anatomical Structures in Medical Images |
Moon, Junho |
Code |
N/A |
Information & reviews |
| CT-Conditioned Diffusion Prior with Physics-Constrained Sampling for PET Super-Resolution |
Yang, Liutao |
Code |
N/A |
Information & reviews |
| CTTok: Voxel-Abulary for Autoregressive 3D CT Volume Generation with Large Language Models |
Wang, Jiayi |
Code |
CT-RATE Dataset: https://huggingface.co/datasets/ibrahimhamamci/CT-RATE[Dataset 1](https://huggingface.co/datasets/ibrahimhamamci/CT-RATE) |
Information & reviews |
| CURA: Calibrated Uncertainty with Retrieval and Agents for Trustworthy Multimodal Medical Decision Support |
Zhang, Ruichen |
Code |
N/A |
Information & reviews |
| Curia-2: Scaling Self-Supervised Learning for Radiology Foundation Models |
Saporta, Antoine |
Code |
N/A |
Information & reviews |
| Cut, Stitch, Adapt: Data-Efficient and Low-Calibration Speech BCIs |
Naskar, Animan |
Code |
Brain To Text’25 Dataset: https://datadryad.org/dataset/doi:10.5061/dryad.dncjsxm85[Dataset 1](https://datadryad.org/dataset/doi:10.5061/dryad.dncjsxm85) |
Information & reviews |
| Data-Driven Optimization of Prostate Sectorization from MRI |
Boccarato, Florencia |
Code |
N/A |
Information & reviews |
| DBT-Bleed: Dual-Branch Temporal Modeling with Key-Frame Selection for Surgical Bleeding Detection |
Mishra, Sudhanshu |
Code |
N/A |
Information & reviews |
| DCLDs-RAG: Evidence-Grounded Multimodal Retrieval-Augmented Generation for Diffuse Cystic Lung Diseases Diagnosis |
Li, Haoqing |
Code |
N/A |
Information & reviews |
| DD-INR: Dynamics-Driven Implicit Neural Representation for Accelerated Whole-Brain Functional MRI Reconstruction |
Li, Qiaoxin |
Code |
N/A |
Information & reviews |
| DDecomp: Structured Uncertainty Decomposition Using Masked Autoencoders for Anomaly Detection in Diffusion MRI |
Fu, ZhiJia |
Code |
N/A |
Information & reviews |
| Decoding the Alzheimer’s Continuum: Interpretable Multi-gate Routing for Diagnosis and Transition Prediction |
Jiang, Yufeng |
Code |
ADNI dataset: https://adni.loni.usc.edu/data-samples/adni-data/ OASIS dataset: https://sites.wustl.edu/oasisbrains/[Dataset 1](https://adni.loni.usc.edu/data-samples/adni-data/) · Dataset 2 |
Information & reviews |
| Decouple and Reason: Anatomically Guided Two-Stage Grounding of Lung Lesions in 3D Chest CT from Free-Text Reports |
Uhm, Kwang-Hyun |
Code |
N/A |
Information & reviews |
| Decoupled Ordinal Refinement with Geometric Alignment for Chest X-ray Severity Scoring |
Jeong, Geon |
Code |
N/A |
Information & reviews |
| Decoupled Single-Mask Annotation Noise Detection via Cross-Sectional Patch Self-consistency |
Zhu, Yinheng |
Code |
N/A |
Information & reviews |
| Deep EM with Hierarchical Latent Label Modelling for Multi-Site Prostate Lesion Segmentation |
Yan, Wen |
Code |
Dataset1 was obtained from UCLH with ethical consent. It is private dataset without link to it. Detailed description can be found in https://doi.org/10.1016/j.media.2023.103030 Dataset 2 is publicly available via https://doi.org/10.5281/zenodo.15683922 Dataset 3 is private dataset from Miami, FL with ethical consent.Dataset 1 · Dataset 2 |
Information & reviews |
| Deep-IMMA: an Interpretable Immune-Aware Multimodal Deep Representation Learning for Cancer Prognosis and Recurrence Prediction |
Jung, Kyeong Joo |
Code |
Prostate-TriMod: https://zenodo.org/records/18209419[Dataset 1](https://zenodo.org/records/18209419) |
Information & reviews |
| DEER: A Foundation Model with Dual-Branch CT-Enhanced Embeddings for Thoracoabdominal Radiographs |
Sun, Yihua |
Code |
https://arxiv.org/abs/2405.19538 https://arxiv.org/abs/2505.00228 https://doi.org/10.17632/4gvcb6gmh2.1 https://doi.org/10.3390/app13158646 https://doi.org/10.1038/s41597-023-02460-0 https://doi.org/10.3389/fcvm.2024.1351965 https://doi.org/10.1109/JBHI.2020.3037127 https://doi.org/10.17632/wndbd5r26y.2 https://doi.org/10.5281/zenodo.5548363 https://doi.org/10.1038/s41467-021-21311-3 https://doi.org/10.1007/s10278-022-00706-8 https://arxiv.org/abs/2408.02900[Dataset 1](https://arxiv.org/abs/2405.19538) · Dataset 2 · Dataset 3 · Dataset 4 · Dataset 5 · Dataset 6 · Dataset 7 · Dataset 8 · Dataset 9 · Dataset 10 · Dataset 11 · Dataset 12 |
Information & reviews |
| Defining Robust Ultrasound Quality Metrics via an Ultrasound Foundation Model |
Huang, Ziyang |
Code |
CUBS: https://data.mendeley.com/datasets/m7ndn58sv6/1 UF1990: https://data.mendeley.com/datasets/n2zcmcypgb/2 STMUS: https://data.mendeley.com/datasets/3jykz7wz8d/1 AUL: https://doi.org/10.5281/zenodo.7272660 BUSI: https://scholar.cu.edu.eg/?q=afahmy/pages/dataset MMOTU: https://github.com/cv516Buaa/MMOTU\_DS2Net DDTI: http://cimalab.intec.co/applications/thyroid/ KidneyUS: https://rsingla.ca/kidneyUS/ CAMUS: https://www.creatis.insa-lyon.fr/Challenge/camus/databases.html[Dataset 1](https://data.mendeley.com/datasets/m7ndn58sv6/1) · Dataset 2 · Dataset 3 · Dataset 4 · Dataset 5 · Dataset 6 · Dataset 7 · Dataset 8 · Dataset 9 |
Information & reviews |
| DeformTTA: Morphology-Aware Controllable Deformation for Test-Time Adaptation in Fetal Cardiac Ultrasound Image Segmentation |
Li, Zhihao |
Code |
N/A |
Information & reviews |
| DeGenseGS: Geometrically and Semantically Decoupled Surgical Scene Understanding in 4D Gaussian Splatting |
Wang, Yimo |
Code |
N/A |
Information & reviews |
| Demographic-Conditioned State Space Models for ECG-Based Age Estimation |
Bracke, Benjamin |
Code 1 · Code 2 |
CODE dataset: https://figshare.scilifelab.se/articles/dataset/CODE\_dataset/15169716 CODE-15% dataset: https://zenodo.org/records/4916206 Sami-Trop dataset: https://zenodo.org/records/4905618[Dataset 1](https://figshare.scilifelab.se/articles/dataset/CODE_dataset/15169716) · Dataset 2 · Dataset 3 |
Information & reviews |
| DenseTRF: Texture-Aware Unsupervised Representation Adaptation for Surgical Scene Dense Prediction |
Liao, Guiqiu |
Code |
N/A |
Information & reviews |
| DentalPSAM: Lifting SAM to Dental Plaque Segmentation with Hybrid 2D-3D Knowledge Fusion |
Jiang, Haoning |
Code |
N/A |
Information & reviews |
| DentMamba: An Anatomy-Aware Global-Local Hybrid Network for Large-Scale Multi-class Dental Disease Detection |
Zhang, Kang |
Code |
N/A |
Information & reviews |
| DeNuC: Decoupling Nuclei Detection and Classification in Histopathology |
Yang, Zijiang |
Code |
PUMA dataset: https://zenodo.org/records/15050523 BRCAM2C dataset: https://github.com/TopoXLab/Dataset-BRCA-M2C OCELOT: https://zenodo.org/records/8417503[Dataset 1](https://zenodo.org/records/15050523) · Dataset 2 · Dataset 3 |
Information & reviews |
| DepthPilot: From Controllability to Reliability in Colonoscopy Video Generation |
Fu, Junhu |
Code |
N/A |
Information & reviews |
| DermaFlux: Synthetic Skin Lesion Generation with Rectified Flows for Enhanced Image Classification |
Galanakis, Stathis |
Code |
Training captions: https://github.com/dermaflux/dermaflux/blob/main/data/curated\_dataset\_captions.zip Synthetic dataset: https://huggingface.co/datasets/StathisGln/DermaFlux\_synthetic\_dataset[Dataset 1](https://github.com/dermaflux/dermaflux/blob/main/data/curated_dataset_captions.zip) · Dataset 2 |
Information & reviews |
| DermAgent: A Multi-Tool Agentic System for Evidence-Grounded and Traceable Reasoning in Dermatology |
Liu, Yize |
Code |
https://huggingface.co/datasets/redlessone/Derm1M[Dataset 1](https://huggingface.co/datasets/redlessone/Derm1M) |
Information & reviews |
| DermDepth: Toward Monocular Metric Scale 3D Reconstruction Models for Dermatology |
Carrión, Héctor |
Code |
https://huggingface.co/datasets/hcarrion/D-Synth[Dataset 1](https://huggingface.co/datasets/hcarrion/D-Synth) |
Information & reviews |
| Det-Y: A Multi-center Dataset and Benchmark for Efficient Detection of Mycobacterium Tuberculosis in Sputum Smears |
Xie, Zijian |
Code |
Det-Y dataset: https://github.com/FanFan902/Det-Y[Dataset 1](https://github.com/FanFan902/Det-Y) |
Information & reviews |
| Detecting Clinical Hallucinations in LVLMs via Counterfactual Visual Grounding Uncertainty |
Song, Xiao |
Code |
https://github.com/Agentic-CliniAI/CounterVHD[Dataset 1](https://github.com/Agentic-CliniAI/CounterVHD) |
Information & reviews |
| Deterministic Hallucination Detection in Medical VQA via Confidence-Evidence Bayesian Gain |
Asadi, Mohammad |
Code |
VQA-RAD dataset (radiology VQA; clinician-generated questions on CT, MRI, and X-ray images): https://osf.io/89kps/ SLAKE dataset (bilingual English–Chinese semantically-labeled medical VQA): https://www.med-vqa.com/slake/ PathVQA dataset (pathology-image VQA): https://github.com/UCSD-AI4H/PathVQA[Dataset 1](https://osf.io/89kps/) · Dataset 2 · Dataset 3 |
Information & reviews |
| Device-Constrained Real-Time EVD Catheter Segmentation |
Seddiqi, Mustafa |
Code |
https://huggingface.co/datasets/mussed/evd\_catheter\_segmentation\_datasets[Dataset 1](https://huggingface.co/datasets/mussed/evd_catheter_segmentation_datasets) |
Information & reviews |
| DFuse: A Dual-Branch Adaptive Fusion Network for Multi-Channel MCG Denoising |
Huang, Shuai |
Code |
https://huggingface.co/datasets/lhaohaoer/Muti\_mcg\_dataset[Dataset 1](https://huggingface.co/datasets/lhaohaoer/Muti_mcg_dataset) |
Information & reviews |
| Di-PACT: Discrete Prognosis via Aligned Co-Topology of Pathways and Tumor Microenvironment |
Cai, Zhiheng |
Code |
N/A |
Information & reviews |
| DiagMIL: Uncertainty-Gated Coarse-to-Fine Multi-resolution MIL for WSI Diagnosis |
Jeong, Jiwon |
Code |
BRACS dataset: https://www.bracs.icar.cnr.it/ BCNB dataset: https://bupt-ai-cz.github.io/BCNB/[Dataset 1](https://www.bracs.icar.cnr.it/) · Dataset 2 |
Information & reviews |
| Diagnostic Evidence-Based Prototype Learning via Dirichlet Process for Multimodal Bone Tumor Subtyping |
Wu, Feng |
Code |
N/A |
Information & reviews |
| DiCoP-SAM: Disagreement-Band Guided Corrective Prompting for Collaborative Semi-Supervised Medical Image Segmentation |
Wang, Xinyu |
Code |
TN3K/TG3K thyroid ultrasound: https://github.com/haifangong/TRFE-Net-for-thyroid-nodule-segmentation ACDC cardiac MRI: https://www.creatis.insa-lyon.fr/Challenge/acdc/ EAT cardiac CT: in-house anonymized dataset; not publicly available due to institutional/privacy restrictions.Dataset 1 · Dataset 2 |
Information & reviews |
| Differential Privacy Representation Geometry for Medical Image Analysis |
Tayebi Arasteh, Soroosh |
Code |
The ChestX-ray14: https://www.v7labs.com/open-datasets/chestx-ray14 PadChest dataset: https://bimcv.cipf.es/bimcv-projects/padchest/ MIMIC-CXR dataset, a restricted-access resource, which can be accessed from PhysioNet by agreeing to the respective data protection requirements under: https://physionet.org/content/vindr-cxr/1.0.0/ and https://physionet.org/content/mimic-cxr-jpg/2.0.0/ , respectively. The CheXpert: https://stanfordmlgroup.github.io/competitions/chexpert[Dataset 1](https://www.v7labs.com/open-datasets/chestx-ray14) · Dataset 2 · Dataset 3 · Dataset 4 · Dataset 5 |
Information & reviews |
| Diffusion-Guided Anatomical Position Encoding for Dense Longitudinal CT Correspondence |
Zhuang, Mingrui |
Code |
N/A |
Information & reviews |
| Digital Twin of the Lung from Wearable Biosignals for Real-Time Respiratory Monitoring |
Acharya, Partha |
Code |
BIDMC Dataset: https://physionet.org/content/bidmc/1.0.0/ CapnoBase Dataset: https://ppg-beats.readthedocs.io/en/latest/datasets/capnobase/[Dataset 1](https://physionet.org/content/bidmc/1.0.0/) · Dataset 2 |
Information & reviews |
| Dino U-Net: Exploiting High-Fidelity Dense Features from Foundation Models for Medical Image Segmentation |
Li, Haoyue |
Code |
See paper |
Information & reviews |
| DINO-3DRA: Leveraging 2D Foundation Model Semantics for 3D Cerebral Aneurysm Segmentation |
Lu, Jiayang |
Code |
neurIST dataset: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3262441/ CADA dataset: https://cada.grand-challenge.org/ SHINY-ICARUS dataset: https://www.synapse.org/Synapse:syn45774070/wiki/619953[Dataset 1](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3262441/) · Dataset 2 · Dataset 3 |
Information & reviews |
| DINO-Med3D: Bridging Dimension and Domain Gaps in Volumetric Segmentation via Progressive Adaptation |
Hu, Haoyu |
Code |
AISD: https://github.com/GriffinLiang/AISD MSD-Pancreas: http://medicaldecathlon.com/ MSD-Colon: http://medicaldecathlon.com/ BraTS 2020: https://www.med.upenn.edu/cbica/brats2020/data.html ACDC: https://www.creatis.insa-lyon.fr/Challenge/acdc/databases.html[Dataset 1](https://github.com/GriffinLiang/AISD) · Dataset 2 · Dataset 3 · Dataset 4 |
Information & reviews |
| Directed Ordinal Diffusion Regularization for Progression-Aware Diabetic Retinopathy Grading |
Chen, Huangwei |
Code |
https://github.com/chehx/DGDR/tree/main/GDRBench[Dataset 1](https://github.com/chehx/DGDR/tree/main/GDRBench) |
Information & reviews |
| Discovering Heterogeneous Neurodegenerative Disease Patterns From MRI Data for Improved Prediction |
Zhang, Yuanwang |
Code |
ADNI dataset: https://adni.loni.usc.edu/data-samples/adni-data/ OASIS-3 dataset: https://sites.wustl.edu/oasisbrains/home/oasis-3/ AIBL: https://aibl.org.au/[Dataset 1](https://adni.loni.usc.edu/data-samples/adni-data/) · Dataset 2 · Dataset 3 |
Information & reviews |
| Disease-Consistent Visual-Text Alignment and Fusion for Reliable Radiology Report Generation |
Shao, Jianjun |
Code |
IU X-Ray Dataset: https://openi.nlm.nih.gov/ MIMIC-CXR Dataset: https://physionet.org/content/mimic-cxr/[Dataset 1](https://openi.nlm.nih.gov/) · Dataset 2 |
Information & reviews |
| Disentangling Clinic-Specific Acquisition Variability from Motion Dynamics in Intrapartum Ultrasound |
Aytutuldu, Ilhan |
Code |
N/A |
Information & reviews |
| Disentangling Prompt Dependence to Evaluate Segmentation Reliability in Gynecological MRI |
Germani, Elodie |
Code |
UT-EndoMRI : https://zenodo.org/records/13749613 MOGaMBO : https://www.kaggle.com/datasets/siladittyamanna/mogambo-dataset[Dataset 1](https://zenodo.org/records/13749613) · Dataset 2 |
Information & reviews |
| Disentangling Uterine and Bladder Activity in Paired EHG-MRI Data Using Anatomy-Guided Multicluster Beamforming |
Bustos-Vivas, Maria Camila |
Code |
N/A |
Information & reviews |
| Displacement Preserving Relational Distillation for Robust Medical Segmentation |
Ding, Zhicheng |
Code |
ISLES 2022 dataset: https://isles22.grand-challenge.org/ AMOS 2022 dataset: https://era-ai-biomed.github.io/amos/dataset.html[Dataset 1](https://isles22.grand-challenge.org/) · Dataset 2 |
Information & reviews |
| Distilling Temporal Coherence Into 2D Networks for Transrectal Ultrasound Prostate Video Segmentation |
Kim, Dong Yeong |
Code |
https://khdp.net/database/data-search-detail/TRUS-V[Dataset 1](https://khdp.net/database/data-search-detail/TRUS-V) |
Information & reviews |
| DIVER-Surv: Diffusion and Virtual-Node Graph Fusion for Cross-Cohort Glioma Survival |
Cho, Minji |
Code |
UCSF-PDGM dataset: https://www.cancerimagingarchive.net/collection/ucsf-pdgm/ UPENN-GBM dataset: https://www.cancerimagingarchive.net/collection/upenn-gbm/ RHUH-GBM dataset: https://www.cancerimagingarchive.net/collection/rhuh-gbm/[Dataset 1](https://www.cancerimagingarchive.net/collection/ucsf-pdgm/) · Dataset 2 · Dataset 3 |
Information & reviews |
| Diverse Normal Prototypes-Guided Contrastive Reconstruction for Medical Anomaly Detection |
Li, Luhu |
Code |
N/A |
Information & reviews |
| DK-Net: Semi-supervised Wavelet-KAN Landmark Localization for Angle of Progression Measurement in Intrapartum Transperineal Ultrasound |
Deng, Bo |
Code |
Intrapartum Ultrasound Grand Challenge (IUGC) datasets: https://www.kaggle.com/aspirexxx Intrapartum Ultrasound Grand Challenge (IUGC) datasets: https://zenodo.org/records/18217137[Dataset 1](https://www.kaggle.com/aspirexxx) · Dataset 2 |
Information & reviews |
| DLCE-MIL: Depth-aware Local Context Enhanced Multiple Instance Learning for Patient-Level IVCM Fungal Keratitis Classification |
Men, Xiaoyan |
Code |
N/A |
Information & reviews |
| DosePlug: Observation-Driven Dose Modeling for Robust Low-Dose Reconstruction and Segmentation |
Ki, Do Hyun |
Code |
CT-ICH Dataset: https://www.physionet.org/content/ct-ich/1.3.1/ AutoPET Dataset: https://www.autopet.org/fdgpetct.html UDPET Dataset: https://udpet-challenge.github.io/ Mayo Clinic LDCT Dataset: https://www.cancerimagingarchive.net/collection/ldct-and-projection-data/[Dataset 1](https://www.physionet.org/content/ct-ich/1.3.1/) · Dataset 2 · Dataset 3 · Dataset 4 |
Information & reviews |
| DPMix-GAN: Dual-Domain Perception and Dynamic Patch-Wise Mixing GAN for 3D CT Synthesis in MR-only Radiotherapy |
Li, Jiapeng |
Code |
N/A |
Information & reviews |
| DreamReg: Belief-Driven World Model for 2D–3D Ultrasound Registration |
Kang, Luoyao |
Code |
CAMUS: https://www.creatis.insa-lyon.fr/Challenge/camus/ µ-RegPro: https://muregpro.github.io/[Dataset 1](https://www.creatis.insa-lyon.fr/Challenge/camus/) · Dataset 2 |
Information & reviews |
| DTI-Guided Volumetric Spherical Harmonics Regression for Single-to-Multi-shell dMRI Synthesis |
Li, Binghua |
Code |
UK Biobank: https://www.ukbiobank.ac.uk/ Cam-CAN: https://cam-can.mrc-cbu.cam.ac.uk/dataset/[Dataset 1](https://www.ukbiobank.ac.uk/) · Dataset 2 |
Information & reviews |
| Dual Agreement Consistency Learning for Semi-supervised Fetal Ultrasound Segmentation |
Wang, Fangyijie |
Code |
https://figshare.com/articles/dataset/Automated\_measurement\_of\_fetal\_head\_circumference\_using\_2D\_ultrasound\_images/7002086 https://zenodo.org/records/12697994[Dataset 1](https://figshare.com/articles/dataset/Automated_measurement_of_fetal_head_circumference_using_2D_ultrasound_images/7002086) · Dataset 2 |
Information & reviews |
| Dual-Domain Cross-Modal Decoding for Clinical Text-Guided Medical Image Segmentation |
Rahman, Md Maklachur |
Code |
https://www.kaggle.com/datasets/aysendegerli/qatacov19-dataset https://www.medseg.ai/covid-19 https://github.com/HUANGLIZI/LViT[Dataset 1](https://www.kaggle.com/datasets/aysendegerli/qatacov19-dataset) · Dataset 2 · Dataset 3 |
Information & reviews |
| Dual-Modality Neural Network Integrating Sequence and Structural Information for Drug-Target Interaction Prediction |
Chen, Dongjie |
Code |
N/A |
Information & reviews |
| Dual-Space Cold-Start Active Learning Guided by SAM3 for Medical Image Segmentation |
Ye, Ping |
Code |
ISIC 2018 dataset: https://challenge.isic-archive.com/data/ PROMISE12 dataset: https://zenodo.org/records/8026660[Dataset 1](https://challenge.isic-archive.com/data/) · Dataset 2 |
Information & reviews |
| Dual-Teacher Knowledge Distillation with SAM and Learnable Prototype Guidance for Semi-supervised 3D Medical Segmentation |
Huo, Shuaiguang |
Code |
N/A |
Information & reviews |
| DualCaMIL: Dual-Level Causal Multi-instance Learning for Patient-Level Diagnosis in Reflectance Confocal Microscopy |
Wang, Changxin |
Code |
N/A |
Information & reviews |
| DUCX: Decomposing Unfairness in Tool-Using Chest X-Ray Agents |
Xu, Zikang |
Code |
N/A |
Information & reviews |
| Dynamic Collaborative Continual Test-Time Adaptation for 3D Vessel Segmentation |
Li, Xiang |
Code |
N/A |
Information & reviews |
| Dynamic Sub-domain Modeling for Robust Medical Image Segmentation |
Lee, Kyungsu |
Code |
N/A |
Information & reviews |
| ECFR: Entropy-Consistency Flow Rectification in Test-Time Adaptation for Medical Foundation Models |
Li, Shangkun |
Code |
Kermany OCT/CXR dataset (Mendeley v2; CXR subset used): https://data.mendeley.com/datasets/rscbjbr9sj/2 Daffodil / Skin Disease Classification Dataset: https://data.mendeley.com/datasets/3hckgznc67/1 HAM10000: https://doi.org/10.1038/sdata.2018.161[Dataset 1](https://data.mendeley.com/datasets/rscbjbr9sj/2) · Dataset 2 · Dataset 3 |
Information & reviews |
| ECG-CoCa: Physiology-Informed Contrastive and Generative Framework for ECG Interpretation |
Liu, Xinyue |
Code |
N/A |
Information & reviews |
| Echo2ECG: Enhancing ECG Representations with Cardiac Morphology from Multi-view Echos |
Liman, Michelle Espranita |
Code |
N/A |
Information & reviews |
| Echo4DIR: 4D Implicit Heart Reconstruction from 2D Echocardiography Videos |
Liu, Yanan |
Code |
N/A |
Information & reviews |
| ECHO: Estimated Composite Hybrid Observation for Zero-Shot Self-Supervised MRI Reconstruction |
Shang, Wenlei |
Code |
N/A |
Information & reviews |
| EchoLVFM: One-Step Video Generation via Latent Flow Matching for Echocardiogram Synthesis |
Oladokun, Emmanuel |
Code 1 · Code 2 |
CAMUS Dataset: https://humanheart-project.creatis.insa-lyon.fr/database/#collection/6373703d73e9f0047faa1bc8[Dataset 1](https://humanheart-project.creatis.insa-lyon.fr/database/#collection/6373703d73e9f0047faa1bc8) |
Information & reviews |
| EchoPilot: Training-Free Ultrasound Video Segmentation via Scale-Space Semantic Prompting and Reliability-Gated Memory |
Xiao, Ruiqiang |
Code |
N/A |
Information & reviews |
| EchoTracker2: Enhancing Myocardial Point Tracking by Modeling Local Motion |
Azad, Md Abulkalam |
Code |
N/A |
Information & reviews |
| EchoVQA: Enabling Conversational Assistance for Point-of-Care Cardiac Ultrasound |
Bellos, Filippos |
Code |
https://huggingface.co/datasets/filbel/echoVQA[Dataset 1](https://huggingface.co/datasets/filbel/echoVQA) |
Information & reviews |
| EdgeCVS: Democratization of surgical AI with a Distilled Edge-Deployable Critical View of Safety (CVS) model |
Yamlahi, Amine |
Code |
SAGES-CVS: https://huggingface.co/datasets/CAMMA-public/SAGES\_CVS\_Challenge\_2024 Endoscapes: https://github.com/CAMMA-public/Endoscapes Cholec80: https://github.com/CAMMA-public/TF-Cholec80 Phakir: https://zenodo.org/records/15740620[Dataset 1](https://huggingface.co/datasets/CAMMA-public/SAGES_CVS_Challenge_2024) · Dataset 2 · Dataset 3 · Dataset 4 |
Information & reviews |
| EEGRFusion: Uncertainty-Aware EEG-to-Image Evidence for Adjunct Bedside Assessment of CMD in Disorders of Consciousness |
Hong, Chenyuan |
Code |
N/A |
Information & reviews |
| Efficient Conformal Volumetry for Template-Based Segmentation |
Cheung, Matt Y. |
Code |
Learn2Reg Grand Challenge: https://learn2reg.grand-challenge.org/Datasets/[Dataset 1](https://learn2reg.grand-challenge.org/Datasets/) |
Information & reviews |
| Efficient Flow Matching for Sparse-View CT Reconstruction |
Shi, Jiayang |
Code |
N/A |
Information & reviews |
| Eigen-Directed Random Projection for Medical Image Class Incremental Learning |
Wu, Yongyi |
Code |
Skin8 dataset: https://www.kaggle.com/datasets/kmader/skin-cancer-mnist-ham10000 MedMNISTv2 dataset: https://medmnist.com PBC dataset: https://www.kaggle.com/datasets/unclesamulus/blood-cells-image-dataset ChestX dataset: https://www.kaggle.com/datasets/nih-chest-xrays/data[Dataset 1](https://www.kaggle.com/datasets/kmader/skin-cancer-mnist-ham10000) · Dataset 2 · Dataset 3 · Dataset 4 |
Information & reviews |
| EmERGE: A Multimodal LLM-Based Evidence-Mediated ECG Report Generation and Evaluation Approach |
Yao, Keyu |
Code |
N/A |
Information & reviews |
| ENC-ODE: Event-level Neurodegenerative Modeling in Continuous Time with Neural ODEs |
Song, Yujee |
Code |
ADNI dataset: https://adni.loni.usc.edu/data-samples/adni-data/[Dataset 1](https://adni.loni.usc.edu/data-samples/adni-data/) |
Information & reviews |
| End2Reg: Learning Task-Specific Segmentation for Markerless Registration in Spine Surgery |
Pettinari, Lorenzo |
Code 1 · Code 2 |
https://rocs.balgrist.ch/en/open-access/spinedepth/ https://huggingface.co/datasets/zcbecda/SpineAlign[Dataset 1](https://rocs.balgrist.ch/en/open-access/spinedepth/) · Dataset 2 |
Information & reviews |
| EndoDA3: Unified Depth and Pose Estimation for Endoscopic Video |
Tan, Jie |
Code |
SCARED dataset: https://endovissub2019-scared.grand-challenge.org Hamlyn dataset: https://github.com/UZ-SLAMLab/Endo-Depth-and-Motion[Dataset 1](https://endovissub2019-scared.grand-challenge.org) · Dataset 2 |
Information & reviews |
| EndoGSim: Physics-Aware 4D Dynamic Endoscopic Scene Simulations via MLLM-Guided Gaussian Splatting |
Liu, Changjing |
Code |
EndoNeRF: https://docs.google.com/forms/d/e/1FAIpQLSfM0ukpixJkZzlK1G3QSA7CMCoOJMFFdHm5ltCV1K6GNVb3nQ/viewform[Dataset 1](https://docs.google.com/forms/d/e/1FAIpQLSfM0ukpixJkZzlK1G3QSA7CMCoOJMFFdHm5ltCV1K6GNVb3nQ/viewform) |
Information & reviews |
| EndoVLM: An Endoscopy Vision-Language Pre-training Model via Anatomy-Guided Sparsity and Progressive Alignment |
Yi, Zhenyu |
Code |
LIMUC dataset: https://github.com/GorkemP/labeled-images-for-ulcerative-colitis PolypDiag dataset: https://github.com/tianyu0207/weakly-polyp CVC-12k dataset: https://polyp.grand-challenge.org/Databases/ Hyper-Kvasir dataset: https://datasets.simula.no/hyper-kvasir/ Kvasir-SEG dataset: https://github.com/DebeshJha/Kvasir-SEG ClinicDB / ColonDB dataset: https://pages.cvc.uab.es/CVC-Colon/index.php/databases/ ETIS dataset: https://www.kaggle.com/datasets/nguyenvoquocduong/etis-laribpolypdb[Dataset 1](https://github.com/GorkemP/labeled-images-for-ulcerative-colitis) · Dataset 2 · Dataset 3 · Dataset 4 · Dataset 5 · Dataset 6 · Dataset 7 |
Information & reviews |
| EndoX: A GPU-Accelerated Endoscopic Perception Simulation Framework |
Lam, Kwan Tung |
Code |
EndoX dataset: https://huggingface.co/datasets/bealam111/EndoX\_Dataset[Dataset 1](https://huggingface.co/datasets/bealam111/EndoX_Dataset) |
Information & reviews |
| Enhancing Brain MRI Anomaly Detection and Reasoning with ROI Rethink and Synthetic Data |
Li, Shangkun |
Code |
N/A |
Information & reviews |
| Enhancing Pathological VLMs with Cross-scale Reasoning |
Phan, Chi |
Code |
N/A |
Information & reviews |
| Equity-Aware Self-supervised Multi-domain Connectome Representation Learning for Major Depressive Disorder Diagnosis |
Barman, Jyotismita |
Code |
N/A |
Information & reviews |
| Estimated Age-Guided Cerebral Microbleed Segmentation |
Kwon, Junmo |
Code |
https://valdo.grand-challenge.org/[Dataset 1](https://valdo.grand-challenge.org/) |
Information & reviews |
| Evi-Steer: Learning to Steer Biomedical Vision-Language Models through Efficient and Generalizable Evidential Tuning |
Koleilat, Taha |
Code |
https://huggingface.co/datasets/TahaKoleilat/BiomedCoOp[Dataset 1](https://huggingface.co/datasets/TahaKoleilat/BiomedCoOp) |
Information & reviews |
| Evidential Fusion Network for Multimodal Survival Prediction Under Missing Modalities |
Xing, Yucheng |
Code |
N/A |
Information & reviews |
| Evidential Perfusion Physics-Informed Neural Networks with Residual Uncertainty Quantification |
Lee, Junhyeok |
Code |
ISLES 2018 benchmark: https://www.isles-challenge.org/ Digital brain perfusion phantom (Aichert/Riordan): https://www5.informatik.uni-erlangen.de/research/data/digital-brain-perfusion-phantom/index.html[Dataset 1](https://www.isles-challenge.org/) · Dataset 2 |
Information & reviews |
| Evo-RAD: Navigating Rare Retinal Disease Diagnosis via Self-Evolving Agentic Retrieval |
Xia, Wangding |
Code |
N/A |
Information & reviews |
| EvoMed: Self-Evolving Medical VLM via Training-free Continued Learning |
Li, Jiaming |
Code |
SLAKE dataset: A comprehensive semantic labels annotated by experienced physicians and a new structural medical knowledge base for Med-VQA. https://www.med-vqa.com/slake/#gt-Features OmniMedVQA dataset: A large-scale and comprehensive Visual Question Answering benchmark tailored to the medical domain. https://openxlab.org.cn/datasets/GMAI/OmniMedVQA[Dataset 1](https://www.med-vqa.com/slake/#gt-Features) · Dataset 2 |
Information & reviews |
| Explainability in Multimodal Deep Transformation Models for Stroke Outcome Prediction |
Herzog, Lisa |
Code |
N/A |
Information & reviews |
| Exploiting Interior Geometry for Intracranial Aneurysm Detection and Segmentation on 3D Point Clouds via GNNs |
Layachi, Mohamed Amine |
Code |
https://github.com/intra3d2019/IntrA[Dataset 1](https://github.com/intra3d2019/IntrA) |
Information & reviews |
| Exploiting Longitudinal Context in Clinician-Verified Interactive Lesion Tracking |
Kirchhoff, Yannick |
Code |
https://huggingface.co/datasets/mrokuss/PanTrack[Dataset 1](https://huggingface.co/datasets/mrokuss/PanTrack) |
Information & reviews |
| Exploring Subnetwork Interactions in Heterogeneous Brain Network via Prior-Informed Graph Learning |
Liu, Siyu |
Code |
N/A |
Information & reviews |
| Fair Curriculum Learning for Concept Bottleneck Models in Dermatology |
Cockayne, Matthew J. |
Code |
SkinCAP dataset: https://huggingface.co/datasets/joshuachou/SkinCAP[Dataset 1](https://huggingface.co/datasets/joshuachou/SkinCAP) |
Information & reviews |
| FairGE: Gated Expert Routing for Intersectional Fairness in Medical Foundation Models |
Shao, Yuchen |
Code |
N/A |
Information & reviews |
| Fairness Beyond Demographics: Optimizing Performance Across Appearance-Based Hidden Cohorts in Medical Imaging |
Masroor, Milad |
Code |
N/A |
Information & reviews |
| FairPneum: Improving Fairness in Pneumonia Diagnosis and Lesion Segmentation |
Chu, Yuetan |
Code |
https://github.com/JXXrrrrR/FairPneum https://www.kaggle.com/c/siim-covid19-detection/data[Dataset 1](https://github.com/JXXrrrrR/FairPneum) · Dataset 2 |
Information & reviews |
| Faithful, Interpretable Chest X-ray Diagnosis with Artifact-Free B-cos Networks |
Arya, Shreyash |
Code |
RSNA Pneumonia Detection Challenge dataset: https://www.kaggle.com/competitions/rsna-pneumonia-detection-challenge/overview VinBigData Chest X-ray Abnormalities Detection dataset: https://www.kaggle.com/c/vinbigdata-chest-xray-abnormalities-detection[Dataset 1](https://www.kaggle.com/competitions/rsna-pneumonia-detection-challenge/overview) · Dataset 2 |
Information & reviews |
| FARSIGHT: A Dynamic Multi Modal Medical Image Analysis Framework Powered by a Prior Knowledge Guided Vision Language Model |
Yang, Jinghan |
Code |
N/A |
Information & reviews |
| Fast 3D Cell Volume Reconstruction from Multi-focus Images by Cross-modality Knowledge Distillation |
Lubis, Imam Khairi |
Code |
Cervical Cancer Cell Image Database: Multi-focus Cytology Dataset (CCCID): https://zenodo.org/records/18904734 Note: The full clinical dataset used in this study cannot be publicly released due to privacy restrictions; only sample images are publicly available.Dataset 1 |
Information & reviews |
| Fast Few-Shot Embolization Simulations in Ischemic Stroke Using Equivariant Neural Fields |
Kuipers, Thijs P. |
Code |
N/A |
Information & reviews |
| FDRAS: Failure Diagnosis and Repair for Airway Segmentation |
Zhang, Francis Xiatian |
Code |
AirRC dataset: https://figshare.com/articles/dataset/PVAN\_data/26878867 Aeropath dataset: https://github.com/raidionics/AeroPath ATM dataset: https://atm22.grand-challenge.org/[Dataset 1](https://figshare.com/articles/dataset/PVAN_data/26878867) · Dataset 2 · Dataset 3 |
Information & reviews |
| Feature Space Guidance for Breast Cancer Classification in DCE-MRI |
Hamm, Benjamin |
Code 1 · Code 2 |
ODELIA: https://arxiv.org/abs/2506.00474 AMBL: https://www.cancerimagingarchive.net/collection/advanced-mri-breast-lesions MAMA-MIA: https://github.com/LidiaGarrucho/MAMA-MIA Duke: https://www.cancerimagingarchive.net/collection/duke-breast-cancer-mri ISPY1: https://www.cancerimagingarchive.net/collection/ispy1 ISPY2: https://www.cancerimagingarchive.net/collection/ispy2 EA1141: https://www.cancerimagingarchive.net/collection/ea1141 Divide-and-Conquer: https://arxiv.org/abs/2507.13830[Dataset 1](https://arxiv.org/abs/2506.00474) · Dataset 2 · Dataset 3 · Dataset 4 · Dataset 5 · Dataset 6 · Dataset 7 · Dataset 8 |
Information & reviews |
| FedAgree: Label-Free Performance Estimation Under Distribution Shift for Federated Medical Imaging Analysis |
Serra, Giuseppe |
Code |
CIFAR10.1: https://github.com/modestyachts/CIFAR-10.1 CIFAR10.2: https://github.com/modestyachts/cifar-10.2 HAM10000 (DermaMNIST): https://medmnist.com/ BCN20000: https://www.kaggle.com/datasets/pasutchien/bcn20000?select=bcn\_20k\_train.csv APTOS: http://kaggle.com/datasets/sovitrath/diabetic-retinopathy-224x224-2019-data DeepDRiD (RetinaMNIST): https://medmnist.com/ Camelyon17-WILDS: https://wilds.stanford.edu/datasets/#camelyon17[Dataset 1](https://github.com/modestyachts/CIFAR-10.1) · Dataset 2 · Dataset 3 · Dataset 4 · Dataset 5 · Dataset 6 |
Information & reviews |
| Federated Medical Image Segmentation under Modality Heterogeneity via Specialized Adapters |
Jamir, Obed |
Code |
N/A |
Information & reviews |
| FedProIn: Mitigating Client Drift for Learnable Prototypes in Federated Medical Imaging |
Kumar, Harsh |
Code |
HAM10000: https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/DBW86T MATEK19: https://www.cancerimagingarchive.net/collection/aml-cytomorphology\_lmu/[Dataset 1](https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/DBW86T) · Dataset 2 |
Information & reviews |
| FedSwitch: From Standard to Balanced Aggregation via Private Histogram Estimation in Federated Medical Image Classification |
Cacace, Paolo |
Code |
BloodMNIST dataset: https://medmnist.com OrganMNIST dataset: https://medmnist.com HAM1000 dataset: https://www.kaggle.com/datasets/kmader/skin-cancer-mnist-ham10000[Dataset 1](https://medmnist.com) · Dataset 2 |
Information & reviews |
| FetalAgents: A Multi-Agent System for Fetal Ultrasound Image and Video Analysis |
Hu, Xiaotian |
Code |
N/A |
Information & reviews |
| Fibers of Asymmetric Similarity: A Framework for Clinical and Imaging Data |
Müller, Johanna P. |
Code |
Stanford AIMI Thyroid Ultrasound Cine-clip dataset: https://aimi.stanford.edu/datasets/thyroid-ultrasound-cine-clip CARDIUM dataset: https://bcv-uniandes.github.io/CardiumPage/[Dataset 1](https://aimi.stanford.edu/datasets/thyroid-ultrasound-cine-clip) · Dataset 2 |
Information & reviews |
| FlowReg: Reconstruction-Guided Flow Matching for Universal Spinal CT/X-Ray Registration |
Shen, Ao |
Code |
N/A |
Information & reviews |
| FOCUS: Towards Fetal Obstetric Corrective UltraSound Guidance |
Lamdouar, Hala |
Code |
N/A |
Information & reviews |
| Foundation Model-Driven Key Anatomy Frame Selection for Blind-Sweep Ultrasound Fetal Birth Weight Estimation |
Ou, Le |
Code |
N/A |
Information & reviews |
| FrameONE: Hierarchical Motion Modeling for Universal Multi-view Echocardiographic Keyframe Detection |
Chen, Rusi |
Code |
EchoNet-Dynamic: https://aimi.stanford.edu/datasets/echonet-dynamic-cardiac-ultrasound Echo-pediatric: https://echonet.github.io/pediatric/ Echo-LVH: https://echonet.github.io/lvh/[Dataset 1](https://aimi.stanford.edu/datasets/echonet-dynamic-cardiac-ultrasound) · Dataset 2 · Dataset 3 |
Information & reviews |
| FreeBridge: Variational Schrödinger Bridges for Cellular Transition Dynamics |
Wang, Xurui |
Code |
BBBC021: https://bbbc.broadinstitute.org/BBBC021 RxRx1: https://www.rxrx.ai/rxrx1 JUMP Cell Painting datasets: https://github.com/jump-cellpainting/datasets[Dataset 1](https://bbbc.broadinstitute.org/BBBC021) · Dataset 2 · Dataset 3 |
Information & reviews |
| Frequency and Geometry Guided Graph Clustering for Weakly Supervised Skin Lesion Segmentation |
Deng, Zhaoxin |
Code |
N/A |
Information & reviews |
| Frequency-Aware Multi-Margin Loss for Imbalanced Medical Ordinal Classification |
Yin, Haojie |
Code |
N/A |
Information & reviews |
| Frequency-Aware Neural Architecture Search with Bidirectional Mamba for EEG Emotion Recognition |
Xu, Shasha |
Code |
DEAP dataset: http://www.eecs.qmul.ac.uk/mmv/datasets/deap/ DREAMER dataset: https://zenodo.org/records/546113[Dataset 1](http://www.eecs.qmul.ac.uk/mmv/datasets/deap/) · Dataset 2 |
Information & reviews |
| Frequency-Aware Post-Training Quantization for Medical Image Denoising |
Ko, Uni |
Code |
N/A |
Information & reviews |
| Frequency-Aware Prototype Learning in VLM for Intracranial Aneurysm HR-VWI Segmentation |
Wang, Yixin |
Code |
In-house HR-VWI aneurysm test set: https://github.com/wwyx2722-boop/FAPL-VLM[Dataset 1](https://github.com/wwyx2722-boop/FAPL-VLM) |
Information & reviews |
| From Baseline to Future CT: Large-Scale Diffusion Pretraining for Single-Scan IPF Progression Prediction |
McConnell, Niccolò |
Code |
N/A |
Information & reviews |
| From Exams to Trajectories: Neural Controlled Differential Equations for Longitudinal Mammography Vision-Language Pretraining |
Sun, Zijun |
Code |
EMBED dataset: https://aws.amazon.com/marketplace/pp/prodview-unw4li5rkivs2#overview%7D CSAW-CC dataset: https://researchdata.se/en/catalogue/dataset/2021-204-1[Dataset 1](https://aws.amazon.com/marketplace/pp/prodview-unw4li5rkivs2#overview%7D) · Dataset 2 |
Information & reviews |
| From Geometry to Clinic: A Physics-Aware Evaluation Framework and Benchmark for Automated Dental Crown Design |
Wu, Jiamin |
Code |
https://github.com/JiaminWoo/CrownBench[Dataset 1](https://github.com/JiaminWoo/CrownBench) |
Information & reviews |
| From Perception to Anticipation: Forecasting Vessel–Instrument Interactions in Endoscopic Surgery under Unreliable Observations |
Chen, Yueyao |
Code |
N/A |
Information & reviews |
| From Point Estimates to Distributions: GMM Pooling for MIL in Preterm Birth Prediction |
Alasmawi, Hussain |
Code |
https://drive.google.com/drive/folders/1HLqLkf-U7u6OrTyc1xB0jpWze-zWUs-J[Dataset 1](https://drive.google.com/drive/folders/1HLqLkf-U7u6OrTyc1xB0jpWze-zWUs-J) |
Information & reviews |
| From Scanning Guidelines to Action: A Robotic Ultrasound Agent with LLM-Based Reasoning |
Bi, Yuan |
Code |
N/A |
Information & reviews |
| From Sparsity to Geometry: Spatial Modeling for 3D Reconstruction from Biplanar Bone X-rays |
Long, Nuo’er |
Code |
N/A |
Information & reviews |
| FSE-Reg: Enhancing 3D Deformable Registration with Frozen Large-Scale Pre-trained Segmentation Encoders |
Kang, Hao |
Code |
AMOS22 Dataset: https://amos22.grand-challenge.org/ FLARE22 Dataset: https://flare22.grand-challenge.org/Dataset/ Abdominal-DIR-QA Dataset: https://github.com/deshanyang/Abdominal-DIR-QA Mindboggle-101 Dataset: https://mindboggle.info/data[Dataset 1](https://amos22.grand-challenge.org/) · Dataset 2 · Dataset 3 · Dataset 4 |
Information & reviews |
| FunPiQ: A New Benchmark for Pixel-Level Quality Assessment in Fundus Images |
Wang, Pengwei |
Code |
FunPiQ dataset: https://github.com/penway/FunPiQ[Dataset 1](https://github.com/penway/FunPiQ) |
Information & reviews |
| Fusion-E2Pulse: A Multimodal Event-RGB Fusion Network for Non-contact Pulse Wave Reconstruction |
Feng, Qian |
Code |
https://doi.org/10.5281/zenodo.18765701[Dataset 1](https://doi.org/10.5281/zenodo.18765701) |
Information & reviews |
| Gabor Primitives for Accelerated Cardiac Cine MRI Reconstruction |
Huang, Wenqi |
Code |
OCMR dataset: https://www.ocmr.info Radial Cardiac MRI cine dataset: https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/E9FFZK[Dataset 1](https://www.ocmr.info) · Dataset 2 |
Information & reviews |
| GCM-Net: Anatomy-Aware Gaussian-Contrastive Multi-layer Fusion Network for Abdominal Ultrasound Standard Plane Classification |
Wang, Anqi |
Code |
N/A |
Information & reviews |
| GeneRAG: A Retrieval-Augmented Framework for Spatially Resolved Gene Expression Prediction |
Kim, Hyeongsub |
Code |
HEST-1k dataset: https://github.com/mahmoodlab/hest[Dataset 1](https://github.com/mahmoodlab/hest) |
Information & reviews |
| Genetically Aligned Patient Representations Improve Hematological Diagnosis |
Dasdelen, Muhammed Furkan |
Code 1 · Code 2 |
Patient embeddings used in this study: https://huggingface.co/datasets/MarrLab/DinoBloom\_hemato\_embeddings[Dataset 1](https://huggingface.co/datasets/MarrLab/DinoBloom_hemato_embeddings) |
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