| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| AVSBench S4 v1 (test) | VCT | MJ86.2 | 55 | 1mo ago | |
| AVSBench MS3 (test) | MUTR | Jaccard Index (IoU)65 | 38 | 24d ago | |
| AVSBench MS3 v1 (test) | VCT | Mean Jaccard67.6 | 37 | 1mo ago | |
| AVSBench-Object MS3 (test) | SDAVS | Jaccard Index (J)72.3 | 21 | 1mo ago | |
| AVSBench Object S4 (test) | SDAVS | Jaccard Index (J)85.5 | 21 | 1mo ago | |
| AVSBench AVS-Objects-MS3 | DDAVS | J & F Score75.1 | 21 | 1mo ago | |
| AVSBench AVS-Objects-S4 | DDAVS | J&F Score92.4 | 21 | 1mo ago | |
| AVSBench S4 (test) | MUTR | F89.8 | 21 | 24d ago | |
| AVS-Object MS3 | DDESEG | J&Fm Combined Score77.9 | 19 | 1mo ago | |
| AVS-Object S4 | DDESEG | J&Fm94.2 | 19 | 1mo ago | |
| AVSBench-object MS3 v1m (test) | SSP | mIoU72.3 | 16 | 1mo ago | |
| AVSBench-object S4 v1s (test) | SSP | mIoU85.4 | 16 | 1mo ago | |
| VPO-SS 1.0 (test) | RAVS | J & FB Score74.97 | 16 | 1mo ago | |
| AVSBench AVS-Semantic | DDAVS | J (Jaccard)49.7 | 13 | 1mo ago | |
| AVS-Object-Multi | QDFormer | J&F Score64 | 13 | 1mo ago | |
| AVS-Object-Single | QDFormer | J&F Score83.9 | 13 | 1mo ago | |
| AVS-Semantic | DDESEG | Jaccard Index (J)63.4 | 12 | 1mo ago | |
| MS3 | OpenAVS-Large (SAM2) | mIoU (MJ)52.5 | 11 | 19d ago | |
| S4 | AL-Ref-SAM2 | mIoU (MJ)70.5 | 11 | 19d ago | |
| AVSS V2 | GAVS | MJ Score67.7 | 9 | 19d ago | |
| AVS MS3 (test) | AV-Unified | mIoU59.5 | 9 | 1mo ago | |
| AVS S4 (test) | AV-Unified | mIoU83.2 | 9 | 1mo ago | |
| AVS-Bench S4 (test) | AVSegFormer | mIoU82.1 | 9 | 1mo ago | |
| VPO-MSMI | DDAVS | J&F Score72.84 | 8 | 1mo ago | |
| VPO-MS | DDAVS | J&F Score76.11 | 8 | 1mo ago |
