[ICCV 2023] UniVTG: Towards Unified Video-Language Temporal Grounding
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Updated
May 8, 2024 - Python
[ICCV 2023] UniVTG: Towards Unified Video-Language Temporal Grounding
[EMNLP2024 Demo], [ICASSP 2025], [ICASSP 2026] A user-friendly library for reproducible video moment retrieval and highlight detection. It also supports audio moment retrieval.
Official pytorch repository for "QD-DETR : Query-Dependent Video Representation for Moment Retrieval and Highlight Detection" (CVPR 2023 Paper)
Official pytorch repository for CG-DETR "Correlation-guided Query-Dependency Calibration in Video Representation Learning for Temporal Grounding"
[AAAI 2025] VTG-LLM: Integrating Timestamp Knowledge into Video LLMs for Enhanced Video Temporal Grounding
Hierarchical Video-Moment Retrieval and Step-Captioning (CVPR 2023)
Temporal Moment(Action) Localization via Language / Temporal Language Grounding / Video Moment Retrieval
Official pytorch implementation of "Explore-And-Match: Bridging Proposal-Based and Proposal-Free With Transformer for Sentence Grounding in Videos"
FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal Grounding. (WACV2025)
paper list on Video Moment Retrieval (VMR), or Natural Language Video Localization (NLVL), or Temporal Sentence Grounding in Videos (TSGV))
[ICCV 2023] The official PyTorch implementation of the paper: "Localizing Moments in Long Video Via Multimodal Guidance"
Official Implementation of Moment Alignment Transformer
[ICCV25] TD-DETR: The Devil is in the Spurious Correlations: Boosting Moment Retrieval with Dynamic Learning
🎬 UMT: Unified Multi-modal Transformers for Joint Video Moment Retrieval and Highlight Detection (CVPR 2022)
Search long video without running a VLM on every frame. Index once with a small encoder, spend the expensive model only where it matters.
Resource-aware X-CLIP baseline on Cholec80: FP16 + grad-accum training and evaluation for surgical video –text localization
Official PyTorch implementation of Video-GAR: Generation-Augmented Video Corpus Moment Retrieval (SIGIR 2026).
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