Experiment Performed for overfitting, checking if the model works, tested for all models, Only reporting for the full(Training Noise module)
The most important part here is the scheduler, since we keep on training with the same leanring rate without, Image size is taken to be 256, Number of Epochs is 20, Early Stopping on validation loss, paitence of 5 epochs
Exp-1 Using Adam Optimizer
Exp Name | Optimizer | Batch Size | LR | Betas | Momentum | Scheduler | Notes | Decay Factor | Paitence | THRESHOLD | MINLR | COOLDOWN | Recall-Test | Precision-Test | F1-Test | MAE-TEST |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Real | Adam | 16 | 3e-4 | (0.9, 0.99) | x | ReduceLROnPlateu | Label is the ground truth | 0.9 | 1 | 1e-4 | 1e-16 | 1 | 0.5023 | 0.9622 | 0.66 | 0.035 |
Noise | Adam | 8 | 3e-4 | (0.9, 0.99) | x | ReduceLROnPlateu | Use all Noise labesl | 0.9 | 1 | 1e-4 | 1e-16 | 1 | 0.793 | 0.946 | 0.862 | 0.028 |
Avg | Adam | 16 | 3e-4 | (0.9, 0.99) | x | ReduceLROnPlateu | Use Avg of Noise Labels | 0.9 | 1 | 1e-4 | 1e-16 | 1 | 0.802 | 0.907 | 0.851 | 0.041 |
Full | Adam | 4 | 3e-4 | (0.9, 0.99) | x | ReduceLROnPlateu | Full Training | 0.9 | 1 | 1e-4 | 1e-16 | 1 | 0.841 | 0.857 | 0.848 | 0.036 |
Sample Images
Average Exp Sample Maps
Average Exp Sample Threshold@0.5
Real Exp Sample Maps
Real Exp Sample Maps Threshold@0.5
Noise Exp Sample Maps
Noise Exp Sample Maps Thresold@0.5
Full Exp Sample Maps
Full Exp Sample Maps Thresold@0.5
Exp-2 Using SGD Optimizer
Exp Name | Optimizer | Batch Size | LR | Betas | Momentum | Scheduler | Notes | Decay Factor | Paitence | THRESHOLD | MINLR | COOLDOWN | Recall-Test | Precision-Test | F1-Test | MAE-TEST |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Real | SGD | 16 | 1e-3 | x | 0.9 | ReduceLROnPlateu | Label is the ground truth | 0.9 | 1 | 1e-4 | 1e-16 | 1 | 0.865 | 0.907 | 0.885 | 0.032 |
Noise | SGD | 8 | 1e-3 | x | 0.9 | ReduceLROnPlateu | Use all Noise labesl | 0.9 | 1 | 1e-4 | 1e-16 | 1 | 0.620 | 0.820 | 0.706 | 0.044 |
Avg | SGD | 16 | 1e-3 | x | 0.9 | ReduceLROnPlateu | Use Avg of Noise Labels | 0.9 | 1 | 1e-4 | 1e-16 | 1 | 0.934 | 0.639 | 0.758 | 0.058 |
Full | SGD | 4 | 1e-3 | x | 0.9 | ReduceLROnPlateu | Full Training | 0.9 | 1 | 1e-4 | 1e-16 | 1 | 0.825 | 0.795 | 0.809 | 0.027 |
Average Exp Sample Maps
Average Exp Sample Threshold@0.5
Real Exp Sample Maps
Real Exp Sample Maps Threshold@0.5
Noise Exp Sample Maps
Noise Exp Sample Maps Thresold@0.5
Full Exp Sample Maps
Full Exp Sample Maps Thresold@0.5