| Paper | Code | J&F | ModelName | ReleaseDate |
|---|---|---|---|---|
| SAM2Long: Enhancing SAM 2 for Long Video Segmentation with a Training-Free Memory Tree | ✓ Link | 83.4 | SAM2.1Long-L (extra data) | 2024-10-21 |
| Efficient Track Anything | ✓ Link | 73.4 | EfficientTAM-S (extra data) | 2024-11-28 |
| MobileSAM2: Lightweight Segment Anything in Images and Videos via Hypergraphical Knowledge Distillation | 69.0 | MobileSAM2-23M | 2026-09-08 | |
| RMem: Restricted Memory Banks Improve Video Object Segmentation | ✓ Link | 66.1 | AOT + RMem (extra data) | 2024-06-12 |
| Putting the Object Back into Video Object Segmentation | ✓ Link | 66.0 | Cutie-base LT (MEGA) (extra data) | 2023-10-19 |