Object Change Proposal on xView2 binary
51.4F1 ScoreAnyChange (Oracle)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| AnyChange (Oracle)Backbone=ViT-L, Level=Pixel and Instance2024.02 | 51.4 | 37.5 | 81.7 | 38.8 | |
| AnyChange (Oracle)Backbone=ViT-H, Level=Pixel and Instance2024.02 | 50.8 | 36.4 | 84.2 | 40.4 | |
| AnyChange (Oracle)Backbone=ViT-B, Level=Pixel and Instance2024.02 | 49.7 | 38.7 | 69.5 | 31.6 | |
| AnyChangeBackbone=ViT-B, Level=Pixel and Instance2024.02 | 13.4 | 7.6 | 59.3 | 27.8 | |
| AnyChangeBackbone=ViT-L, Level=Pixel and Instance2024.02 | 9.8 | 5.3 | 66.1 | 30.5 | |
| AnyChangeBackbone=ViT-H, Level=Pixel and Instance2024.02 | 9.4 | 5.1 | 62.2 | 29.3 | |
| SAM+Mask MatchBackbone=ViT-B, Level=Pixel and Instance2024.02 | 8.6 | 8.7 | 23.5 | 10.2 | |
| CVALevel=Pixel2024.02 | 7.6 | 4.3 | 33.3 | — | |
| SAM+Mask MatchBackbone=ViT-L, Level=Pixel and Instance2024.02 | 6.8 | 4.3 | 15.7 | 7.1 | |
| DINOv2+CVABackbone=ViT-G/14, Level=Pixel2024.02 | 5.9 | 3.1 | 62 | — | |
| SAM+Mask MatchBackbone=ViT-H, Level=Pixel and Instance2024.02 | 5.5 | 3.5 | 13.3 | 6.3 | |
| SAM+CVA MatchBackbone=ViT-H, Level=Pixel and Instance2024.02 | 3.1 | 1.6 | 34.1 | 15.7 | |
| SAM+CVA MatchBackbone=ViT-B, Level=Pixel and Instance2024.02 | 3 | 1.6 | 29.3 | 12.2 | |
| SAM+CVA MatchBackbone=ViT-L, Level=Pixel and Instance2024.02 | 2.6 | 1.3 | 26.6 | 11.6 |