Metric: J&F (higher is better)
| # | Model↕ | J&F▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ReferMo | 51.3 | No | Long-RVOS: A Comprehensive Benchmark for Long-te... | 2025-05-19 | - |
| 2 | ReferDINO | 48.7 | No | ReferDINO: Referring Video Object Segmentation w... | 2025-01-24 | - |
| 3 | MUTR | 42.2 | No | Referred by Multi-Modality: A Unified Temporal T... | 2023-05-25 | Code |
| 4 | GLUS | 36.6 | No | GLUS: Global-Local Reasoning Unified into A Sing... | 2025-04-10 | Code |
| 5 | SAMWISE | 35.6 | No | SAMWISE: Infusing Wisdom in SAM2 for Text-Driven... | 2024-11-26 | Code |
| 6 | SOC | 34.9 | No | SOC: Semantic-Assisted Object Cluster for Referr... | 2023-05-26 | Code |
| 7 | VideoLISA | 33.1 | No | One Token to Seg Them All: Language Instructed R... | 2024-09-29 | Code |