| Putting the Object Back into Video Object Segmentation | ✓ Link | 87.5 | 86.3 | 90.6 | 82.7 | 90.5 | | 17.9 | | Cutie+ (base, MEGA) | 2023-10-19 |
| XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model | ✓ Link | 86.8 | 85.5 | 89.8 | 81.8 | 89.9 | | | | XMem (BL30K, MS) | 2022-07-14 |
| Scalable Video Object Segmentation with Identification Mechanism | ✓ Link | 86.5 | 85.5 | 90.3 | 81.0 | 89.1 | | | | SwinB-AOTv2-L (all frames, MS) | 2022-03-22 |
| XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model | ✓ Link | 86.4 | 84.9 | 89.2 | 81.8 | 89.8 | | | | XMem (MS) | 2022-07-14 |
| Tracking Anything in High Quality | ✓ Link | 86.2 | 85.4 | 89.9 | 89.9 | 89.1 | 25.3 | | | DEVA | 2023-07-26 |
| Decoupling Features in Hierarchical Propagation for Video Object Segmentation | ✓ Link | 86.1 | 85.3 | 90.2 | 80.4 | 88.6 | 11.9 | | | SwinB-DeAOT-L | 2022-10-18 |
| Decoupling Features in Hierarchical Propagation for Video Object Segmentation | ✓ Link | 85.9 | 84.6 | 89.4 | 80.8 | 88.9 | 22.4 | | | R50-DeAOT-L | 2022-10-18 |
| XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model | ✓ Link | 85.8 | 84.8 | 89.2 | 80.3 | 88.8 | | | | XMem (BL30K) | 2022-07-14 |
| Scalable Video Object Segmentation with Identification Mechanism | ✓ Link | 85.2 | 84.2 | 88.9 | 79.8 | 88.0 | | | | SwinB-AOTv2-L (all frames) | 2022-03-22 |
| Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation | ✓ Link | 85.2 | 83.5 | 87.8 | 80.8 | 88.8 | | | | STCN (MS) | 2021-06-09 |
| Scalable Video Object Segmentation with Identification Mechanism | ✓ Link | 84.9 | 83.8 | 88.7 | 79.3 | 87.7 | | | | R50-AOST (L'=3) | 2022-03-22 |
| Decoupling Features in Hierarchical Propagation for Video Object Segmentation | ✓ Link | 84.7 | 83.8 | 88.8 | 79.0 | 87.2 | 24.7 | | | DeAOT-L | 2022-10-18 |
| Decoupling Features in Hierarchical Propagation for Video Object Segmentation | ✓ Link | 84.6 | 83.5 | 88.3 | 79.1 | 87.5 | 30.4 | | | DeAOT-B | 2022-10-18 |
| XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model | ✓ Link | 84.3 | 83.6 | 88.0 | 78.5 | 87.1 | | | | XMem | 2022-07-14 |
| Scalable Video Object Segmentation with Identification Mechanism | ✓ Link | 84.3 | 83.3 | 88.0 | 78.9 | 87.1 | | | | R50-AOST (L'=2) | 2022-03-22 |
| Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation | ✓ Link | 84.2 | 82.6 | 87.0 | 79.4 | 87.7 | | | | STCN | 2021-06-09 |
| Reliable Propagation-Correction Modulation for Video Object Segmentation | ✓ Link | 83.9 | 82.6 | 86.9 | 79.1 | 87.1 | | | | RPCMVOS | 2021-12-06 |
| Decoupling Features in Hierarchical Propagation for Video Object Segmentation | ✓ Link | 83.8 | 82.8 | 87.5 | 78.1 | 86.8 | 38.7 | | | DeAOT-S | 2022-10-18 |
| Decoupling Features in Hierarchical Propagation for Video Object Segmentation | ✓ Link | 82.0 | 81.2 | 85.6 | 76.4 | 84.7 | 53.4 | | | DeAOT-T | 2022-10-18 |
| Scalable Video Object Segmentation with Identification Mechanism | ✓ Link | 81.5 | 81.0 | 85.6 | 754.8 | 83.8 | | | | R50-AOST (L'=1) | 2022-03-22 |
| TrickVOS: A Bag of Tricks for Video Object Segmentation | | | 82.1 | 86.4 | 77.2 | 85.5 | | 82.8 | | STCN + TrickVOS (PT) | 2023-06-27 |
| TrickVOS: A Bag of Tricks for Video Object Segmentation | | | 79.5 | 83.3 | | 84 | | 80.5 | 75.2 | Lightweight TrickVOS (PT) | 2023-06-27 |