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Functionalities
- Add output directory in configs. [Done]
- Add res5 supervision to hed. [Done]
- Add Contour Head branching from FPN Block. [Done]
- Add Dice to contour losses. [Done]
- Add Cityscapes panoptic evaluator. [Done]
- Refine instance using center regression. [Done]
- Add demo scripts that includes visualization for : [TBD]
- semantic segmentation
- contour estimation
- instance segmentation
- panoptic segmentation
- Add loss mask. Dilated with 5 pixels [Sep-15]
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Nice to have
- Add NMS loss.
- Add Contour performance evaluator.
- Add visualization for contours.
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Tests
- Verify contour predictions. [Done] [Binary-only]
- Verify Instance segmentation output. [Done]
- Generate Videos. [Sep-20]
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Experiments
- Cityscapes
- Loss_fn Ablation. (4 experiments)
- Binary Contours R_50_1x
- Weighted BCE [Done]
- Weighted BCE + Huber [Done]
- Weighted BCE + Robust Loss [Sep-20]
- Weighted BCE + NMS Loss [Sep-20]
- Binary Contours R_50_1x
- GT Dilation Ablation with best loss_fn. (4 experiments)
- Binay Contours R_50_1x
- Dilation factor 1 [Sep-14]
- Dilation factor 2 [Done]
- Dilation factor 3 [Sepe-15]
- Binay Contours R_50_1x
- Network Ablation with best dilation factor and best loss_fn. (3 experiments)
- Binary Contours R_50_1x [Sep-10]
- Seperate heads [Done]
- Seperate Necks
- Multi-class Contours R_50_1x [Sep-10]
- Seperate heads [Done]
- Seperate Necks
- Binary Contours R_50_1x [Sep-10]
- Postproc ignore pixel area Ablation. [Eval-only] [Sep-11]
- Pixel Area 0
- Pixel Area 100
- Pixel Area 300
- Pixel Area 500
- Best Network with R_101_3x against SOTA [Sep-11]
- Loss_fn Ablation. (4 experiments)
- Cityscapes