Metric: mIoU (higher is better)
| # | Model↕ | mIoU▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SG-DETR (w/ PT) | 42.4 | Yes | Saliency-Guided DETR for Moment Retrieval and Hi... | 2024-10-02 | Code |
| 2 | SG-DETR | 40.9 | No | Saliency-Guided DETR for Moment Retrieval and Hi... | 2024-10-02 | Code |
| 3 | LD-DETR | 40.3 | No | LD-DETR: Loop Decoder DEtection TRansformer for ... | 2025-01-18 | Code |
| 4 | BAM-DETR | 39.31 | No | BAM-DETR: Boundary-Aligned Moment Detection Tran... | 2023-11-30 | Code |
| 5 | FlashVTG | 37.61 | No | FlashVTG: Feature Layering and Adaptive Score Ha... | 2024-12-18 | Code |
| 6 | LLMEPET | 36.55 | No | Prior Knowledge Integration via LLM Encoding and... | 2024-07-21 | Code |
| 7 | CG-DETR | 36.48 | No | Correlation-Guided Query-Dependency Calibration ... | 2023-11-15 | Code |
| 8 | UniVTG | 35.76 | No | UniVTG: Towards Unified Video-Language Temporal ... | 2023-07-31 | Code |