instance_segmentation.md
December 23, 2020 · View on GitHub
Evaluated Instance Segmentation Models
| Method | Backbone | Epoch | Link to Config | Model | Detections | LRP Results | oLRP↓ | oLRPLoc↓ | oLRPFP↓ | oLRPFN↓ | APC↑ | AP50↑ | AP75↑ | ARC100↑ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Mask R-CNN | R50 | 24 | mmdetection | model | json | txt | 70.7 | 18.5 | 28.5 | 47.0 | 35.4 | 56.4 | 37.9 | 48.1 |
| Mask R-CNN | R101 | 24 | mmdetection | model | json | txt | 69.4 | 18.2 | 25.9 | 46.3 | 36.6 | 57.9 | 39.1 | 48.8 |
| Mask R-CNN | X101 | 12 | mmdetection | model | json | txt | 67.8 | 18.3 | 24.9 | 43.5 | 38.4 | 60.6 | 41.3 | 50.3 |
| Cascade Mask R-CNN | X101 | 20 | mmdetection | model | json | txt | 66.8 | 18.0 | 24.3 | 42.1 | 39.5 | 61.3 | 42.5 | 50.5 |
| Mask Scoring R-CNN | X101 | 12 | mmdetection | model | json | txt | 67.5 | 17.9 | 24.5 | 43.3 | 39.5 | 60.5 | 42.6 | 50.1 |
| Hybrid Task Cascade | X101 | 20 | mmdetection | model | json | txt | 63.6 | 17.0 | 23.4 | 37.9 | 43.8 | 66.8 | 47.1 | 57.4 |