ModelZoo.md

This file presents our model zoo.

We have two models trained:

• EmbryoNet_original_batch_8. Original model, trained on dataset using human perception.
• EmbryoNet_prime_batch_8. Model trained on dataset, where embryo phenotype detection was shifted towards experiment start by 120 minutes.

Confusion matrices

EmbryoNet_original_batch_8
EmbryoNet_prime_batch_8

Table metrics

EmbryoNet_original_batch_8	precision	recall	f1-score
NORMAL	0.72	0.87	0.79
BMP	0.97	0.86	0.91
RA	0.97	0.87	0.92
WNT	0.97	0.95	0.96
FGF	0.77	0.85	0.81
NODAL	0.98	0.77	0.86
SHH	0.79	0.65	0.71
PCP	0.67	0.45	0.54
BOOM	0.96	0.99	0.98

EmbryoNet_prime_batch_8	precision	recall	f1-score
NORMAL	0.69	0.81	0.71
BMP	0.95	0.76	0.84
RA	0.93	0.89	0.91
WNT	0.96	0.91	0.94
FGF	0.80	0.84	0.82
NODAL	0.98	0.90	0.9.
SHH	0.58	0.64	0.61
PCP	0.53	0.29	0.38
BOOM	0.92	1.00	0.96