Research map / Video / Video-language understanding
Query-Dependent Video Representation for Moment Retrieval and Highlight Detection
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use QD-DETR instead of M-DETR | QD-DETR · QVHighlights validation, short queries | MR mAP: 36.7% | Helped |
| Use QD-DETR instead of M-DETR | QD-DETR · QVHighlights validation, medium queries | MR mAP: 28.0% | Helped |
| Use QD-DETR instead of M-DETR | QD-DETR · QVHighlights validation, long queries | MR mAP: 26.3% | Helped |
| Use QD-DETR instead of M-DETR | QD-DETR · QVHighlights validation, short queries | HD mAP: 7.3% | Helped |
| Use QD-DETR instead of M-DETR | QD-DETR · QVHighlights validation, medium queries | HD mAP: 11.8% | Helped |
| Use QD-DETR instead of M-DETR | QD-DETR · QVHighlights validation, long queries | HD mAP: 11.1% | Helped |
Closest papers by meaning
- TR-DETR: Task-Reciprocal Transformer for Joint Moment Retrieval and Highlight Detection (AAAI 2024 · similarity 0.93)
- Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection (CVPR 2024 · similarity 0.89)
- Task-Driven Exploration: Decoupling and Inter-Task Feedback for Joint Moment Retrieval and Highlight Detection (CVPR 2024 · similarity 0.87)
- Fewer Steps, Better Performance: Efficient Cross-Modal Clip Trimming for Video Moment Retrieval Using Language (AAAI 2024 · similarity 0.87)
- When One Moment Isn't Enough: Multi-Moment Retrieval with Cross-Moment Interactions (NeurIPS 2025 · similarity 0.86)
- QDETRv: Query-Guided DETR for One-Shot Object Localization in Videos (AAAI 2024 · similarity 0.86)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.