implementation-proof

MedTech website for OR integration, surgical infrastructure, and regulated clinical workflow implementation.

FCN-style semantic segmentation implementation with mIoU evaluation and a custom segmentation model.

Spatial Transformer Network implementation with affine grid sampling, visualization, and baseline comparison.

FSRCNN super-resolution implementation with patch datasets, PSNR evaluation, and bicubic comparison.

RetinaNet object detection implementation with FPN, detection heads, and focal loss.

CAM and Grad-CAM implementation proof with gradient hooks, heatmaps, and guided backpropagation.

PyTorch implementation proof for VGG and ResNet architectures on CIFAR-10.

PyTorch implementation proof: manual training loops for linear/logistic regression and feedforward MNIST classifiers.

Profile README focused on AI implementation proof and deep learning paper implementations.