Instance Segmentation on iSAID 1.0 (val)
34.2APMask R-CNN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Mask R-CNNBackbone=ResNet-50, Supervision=mask-supervised, Training Schedule=1x, Input Size=800x8002022.12 | 34.2 | 57.5 | 36.2 | 19.6 | 41.4 | 47.9 | |
| SOLOv2Backbone=ResNet-101, Supervision=mask-supervised, Training Schedule=3x, Input Size=800x8002022.12 | 32.6 | 54.4 | 33.4 | 13.6 | 42.4 | 54.6 | |
| CondInstBackbone=ResNet-50, Supervision=mask-supervised, Training Schedule=1x, Input Size=800x8002022.12 | 31.8 | 56.4 | 31.5 | 15.3 | 41 | 50.2 | |
| SOLOv2Backbone=ResNet-50, Supervision=mask-supervised, Training Schedule=1x, Input Size=800x8002022.12 | 28.9 | 50.6 | 28.8 | 11.6 | 37.8 | 48.3 | |
| PolarMaskBackbone=ResNet-50, Supervision=mask-supervised, Training Schedule=1x, Input Size=800x8002022.12 | 27.2 | 48.5 | 27.3 | — | — | — | |
| Box2Mask-CBackbone=ResNet-101, Supervision=box-supervised, Training Schedule=3x, Input Size=800x8002022.12 | 26.6 | 50.6 | 23.8 | 10.6 | 33.6 | 47.4 | |
| Box2Mask-CBackbone=ResNet-101, Supervision=box-supervised, Training Schedule=1x, Input Size=800x8002022.12 | 25.8 | 50.5 | 22.4 | 10.6 | 32.3 | 43.9 | |
| Box2Mask-CBackbone=ResNet-50, Supervision=box-supervised, Training Schedule=1x, Input Size=800x8002022.12 | 24.3 | 48.1 | 20.7 | 9.9 | 29.9 | 40.9 | |
| SOLOBackbone=ResNet-50, Supervision=mask-supervised, Training Schedule=1x, Input Size=800x8002022.12 | 23.5 | 43.1 | 22.6 | 7.4 | 30.5 | 43.3 | |
| DiscoBoxBackbone=ResNet-101, Supervision=box-supervised, Training Schedule=1x, Input Size=800x8002022.12 | 22.6 | 45.3 | 19.4 | 9.2 | 28.6 | 38.7 | |
| DiscoBoxBackbone=ResNet-50, Supervision=box-supervised, Training Schedule=1x, Input Size=800x8002022.12 | 21.4 | 44.1 | 17.8 | 8.6 | 26.8 | 35.3 | |
| BoxInstBackbone=ResNet-101, Supervision=box-supervised, Training Schedule=1x, Input Size=800x8002022.12 | 19.1 | 45.2 | 13.1 | 8.5 | 25.6 | 41.2 | |
| BoxInstBackbone=ResNet-50, Supervision=box-supervised, Training Schedule=1x, Input Size=800x8002022.12 | 17.5 | 42.9 | 11.4 | 8.8 | 23.9 | 37.2 |