Metric: Tracking quality (higher is better)
| # | Model↕ | Tracking quality▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DAM4SAM | 0.694 | No | A Distractor-Aware Memory for Visual Object Trac... | 2024-11-26 | Code |
| 2 | SAMURAI | 0.68 | No | SAMURAI: Adapting Segment Anything Model for Zer... | 2024-11-18 | Code |
| 3 | SAM2.1 | 0.649 | No | SAM 2: Segment Anything in Images and Videos | 2024-08-01 | Code |
| 4 | SAM2.1Long | 0.646 | No | SAM2Long: Enhancing SAM 2 for Long Video Segment... | 2024-10-21 | Code |
| 5 | ODTrack | 0.608 | No | ODTrack: Online Dense Temporal Token Learning fo... | 2024-01-03 | Code |
| 6 | Cutie | 0.575 | No | Putting the Object Back into Video Object Segmen... | 2023-10-19 | Code |
| 7 | AOT | 0.541 | No | AOT: Appearance Optimal Transport Based Identity... | 2020-11-05 | - |
| 8 | AQATrack | 0.535 | No | Autoregressive Queries for Adaptive Tracking wit... | 2024-03-15 | - |
| 9 | SeqTrack | 0.529 | No | - | - | - |
| 10 | KeepTrack | 0.502 | No | Learning Target Candidate Association to Keep Tr... | 2021-03-30 | Code |
| 11 | TransT | 0.465 | No | Transformer Tracking | 2021-03-29 | Code |