ReVOS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Reasoning Video Object Segmentation | ReVOS Reasoning | Jaccard (J)59.8 | 34 | |
| Video Referring Segmentation | ReVOS Referring | J Score68.8 | 31 | |
| Video Reasoning Segmentation | ReVOS Overall | Jaccard (J)58.2 | 22 | |
| Video Reasoning Segmentation | ReVOS Referring | Jaccard Score (J)61.1 | 22 | |
| Referring Video Object Segmentation | ReVOS Reasoning | J&F Score66.1 | 22 | |
| Reasoning Video Object Segmentation | ReVOS 1.0 (test) | Jaccard (J)0.502 | 22 | |
| Video Reasoning Segmentation | ReVOS (test) | Referring Jaccard61.1 | 19 | |
| Referring and Reasoning Video Object Segmentation | ReVOS | Overall J&F Score66.3 | 16 | |
| Video Object Segmentation | ReVOS 1.0 (test) | Jaccard Index48.8 | 15 | |
| Reasoning Video Object Segmentation | ReVOS Overall (Entire Dataset) | J&F Score64.8 | 14 | |
| Referring Video Object Segmentation | ReVOS Overall | Jaccard Score (J)66.3 | 13 | |
| Reasoning Video Object Segmentation | ReVOS (val) | Referring J&F Score61.5 | 11 | |
| Video Object Segmentation | ReVOS (Overall) | J&F Score61.3 | 10 | |
| Referring Video Object Segmentation | ReVOS (val) | J&F Score63.1 | 8 | |
| Video Object Segmentation | ReVOS | J&F Score65 | 7 | |
| Video Referring Segmentation | ReVOS Overall | Jaccard (J)53.1 | 7 | |
| Video Grounding | ReVOS | mIoU60.52 | 4 | |
| Video Reasoning Segmentation | ReVOS | J&F Score57 | 4 | |
| Multi-image Grounding | ReVOS | Score49.16 | 3 | |
| Referring Video Object Segmentation | ReVOS Robustness | J&F Score17.9 | 3 | |
| Referring Video Object Segmentation | ReVOS | J&F Score58.3 | 3 |
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