| Explore-And-Match: Bridging Proposal-Based and Proposal-Free With Transformer for Sentence Grounding in Videos | ✓ Link | 53.0 | 58.79 | 33.38 | LVTR-CLIP (extra data) | 2022-01-25 |
| MomentSeg: Moment-Centric Sampling for Enhanced Video Pixel Understanding | ✓ Link | 49.3 | 52.0 | 29.0 | MomentSeg-3B ([FIND] matching) (extra data) | 2025-10-10 |
| T2SGrid: Temporal-to-Spatial Gridification for Video Temporal Grounding | | 46.7 | 48.4 | 29.5 | Qwen2-VL-7B + T2SGrid-FT (extra data) | 2026-03-07 |
| Foresee-to-Ground: From Predictive Temporal Perception to Evidence-Driven Reasoning for Video Temporal Grounding | ✓ Link | 45.7 | 46.1 | 28.4 | F2G (Qwen3-VL-8B) (extra data) | 2026-05-21 |
| VidChain: Chain-of-Tasks with Metric-based Direct Preference Optimization for Dense Video Captioning | ✓ Link | 44.1 | 44.8 | 25.2 | VideoLLaMA2 + VidChain (extra data) | 2025-01-12 |
| Reinforcement Learning Tuning for VideoLLMs: Reward Design and Data Efficiency | ✓ Link | 41.3 | | | Temporal-RLT (4096 video tokens) (extra data) | 2025-06-02 |
| GroundVTS: Visual Token Sampling in Multimodal Large Language Models for Video Temporal Grounding | ✓ Link | 36.0 | 33.6 | 21.4 | GroundVTS-Q (extra data) | 2026-04-02 |
| Learning 2D Temporal Adjacent Networks for Moment Localization with Natural Language | ✓ Link | | 44.51 | 26.54 | 2D-TAN (Pool) | 2019-12-08 |
| VLG-Net: Video-Language Graph Matching Network for Video Grounding | ✓ Link | | 46.32 | 29.82 | VLG-Net | 2020-11-19 |
| Background-aware Moment Detection for Video Moment Retrieval | ✓ Link | | 49.98 | 30.88 | BM-DETR (C3D + BERT) (extra data) | 2023-06-05 |
| Knowing Where to Focus: Event-aware Transformer for Video Grounding | ✓ Link | | 58.18 | 37.64 | EaTR | 2023-08-14 |
| SnAG: Scalable and Accurate Video Grounding | ✓ Link | | 48.55 | 30.56 | SnAG | 2024-04-02 |
| Universal Video Temporal Grounding with Generative Multi-modal Large Language Models | ✓ Link | | 54.81 | 36.62 | UniTime-SP (extra data) | 2025-06-23 |