Video Object Segmentation on LVOS
92mIoUBadVSFM with BadNet
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BadVSFM with BadNetPrompt=Mask, Poisoning rate=5%2025.12 | 92 | 82.7 | 46 | |
| BadVSFM with BlendedPrompt=Mask, Poisoning rate=5%2025.12 | 89.4 | 82.9 | 64 | |
| BadVSFM with FIBAPrompt=Mask, Poisoning rate=5%2025.12 | 89.2 | 82.8 | 25.3 | |
| BadVSFM with WaNetPrompt=Mask, Poisoning rate=5%2025.12 | 89.1 | 83 | 42.3 | |
| CleanPrompt=Mask, Poisoning rate=5%2025.12 | 88.2 | 81.7 | 0 | |
| BadNetPrompt=Mask, Poisoning rate=5%2025.12 | 88.1 | 81.6 | 0 | |
| BlendedPrompt=Mask, Poisoning rate=5%2025.12 | 88 | 81.6 | 0 | |
| FIBAPrompt=Mask, Poisoning rate=5%2025.12 | 88 | 81.6 | 0 | |
| WaNetPrompt=Mask, Poisoning rate=5%2025.12 | 88 | 81.6 | 0 | |
| BadVSFM with BadNetPrompt=Box, Poisoning rate=5%2025.12 | 87.5 | 62.9 | 92.5 | |
| BadVSFM with FIBAPrompt=Box, Poisoning rate=5%2025.12 | 84.6 | 65.4 | 52.6 | |
| BadVSFM with BlendedPrompt=Box, Poisoning rate=5%2025.12 | 84.2 | 63.9 | 94.3 | |
| BadVSFM with WaNetPrompt=Box, Poisoning rate=5%2025.12 | 84 | 66.4 | 83.1 | |
| FIBAPrompt=Box, Poisoning rate=5%2025.12 | 76.6 | 64 | 0 | |
| WaNetPrompt=Box, Poisoning rate=5%2025.12 | 76.6 | 65.3 | 0 | |
| BlendedPrompt=Box, Poisoning rate=5%2025.12 | 75.1 | 62.8 | 0 | |
| BadNetPrompt=Box, Poisoning rate=5%2025.12 | 74.9 | 61.6 | 0 | |
| CleanPrompt=Box, Poisoning rate=5%2025.12 | 60.7 | 41.1 | 0 | |
| CleanPrompt=Point, Poisoning rate=5%2025.12 | 60 | 47.4 | 0 | |
| BadVSFM with BlendedPrompt=Point, Poisoning rate=5%2025.12 | 59.1 | 43.3 | 95.1 | |
| BadVSFM with FIBAPrompt=Point, Poisoning rate=5%2025.12 | 58.3 | 44.1 | 63.1 | |
| BadVSFM with BadNetPrompt=Point, Poisoning rate=5%2025.12 | 57.5 | 43.2 | 94.2 | |
| BadVSFM with WaNetPrompt=Point, Poisoning rate=5%2025.12 | 57.3 | 43.7 | 82.3 | |
| WaNetPrompt=Point, Poisoning rate=5%2025.12 | 51.7 | 42.2 | 0 | |
| FIBAPrompt=Point, Poisoning rate=5%2025.12 | 51.3 | 43 | 0 | |
| BlendedPrompt=Point, Poisoning rate=5%2025.12 | 50.9 | 41.9 | 0 | |
| BadNetPrompt=Point, Poisoning rate=5%2025.12 | 50.8 | 42.1 | 0 |