Partially supervised Instance Segmentation on COCO non-voc -> voc (val)
43.1APShapeMask
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ShapeMaskSupervision level=Oracle, Backbone=NAS-FPN2020.07 | 43.1 | 67.9 | 45.8 | 20.1 | 44.3 | 57.8 | |
| CPMaskSupervision level=Oracle2020.07 | 42.9 | 67.6 | 46.6 | 21.6 | 42.1 | 58.9 | |
| ShapeMaskSupervision level=Oracle2020.07 | 40.9 | 65.1 | 43.4 | 18.5 | 41.9 | 56.6 | |
| Mask^X R-CNNSupervision level=Oracle2020.07 | 39.1 | 64.5 | 41.4 | 16.3 | 38.1 | 55.1 | |
| CPMaskSupervision level=Partial2020.07 | 36.8 | 60.5 | 38.6 | 17.6 | 37.1 | 51.5 | |
| ShapeMaskSupervision level=Partial, Backbone=NAS-FPN2020.07 | 35.7 | 60.3 | 36.6 | 18.3 | 40.5 | 47.3 | |
| ShapeMaskSupervision level=Partial2020.07 | 33.3 | 56.9 | 34.3 | 17.1 | 38.1 | 45.4 | |
| Mask^X R-CNNSupervision level=Partial2020.07 | 29.5 | 52.4 | 29.7 | 13.4 | 30.2 | 41 | |
| Mask R-CNNSupervision level=Partial2020.07 | 24.7 | 43.5 | 24.9 | 11.4 | 25.7 | 35.1 | |
| Mask GrabCutSupervision level=Partial2020.07 | 19.6 | 46.1 | 14.3 | 5.1 | 16 | 32.4 |