Moment Retrieval on Charades-STA

Metric: R@1 IoU=0.5 (higher is better)

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#	Model↕	R@1 IoU=0.5▼	Extra Data	Paper	Date↕	Code
1	SG-DETR (w/ PT)	71.1	Yes	Saliency-Guided DETR for Moment Retrieval and Hi...	2024-10-02	Code
2	LLaVA-MR	70.65	No	LLaVA-MR: Large Language-and-Vision Assistant fo...	2024-11-21	Code
3	FlashVTG	70.32	No	FlashVTG: Feature Layering and Adaptive Score Ha...	2024-12-18	Code
4	SG-DETR	70.2	No	Saliency-Guided DETR for Moment Retrieval and Hi...	2024-10-02	Code
5	InternVideo2-6B	70.03	No	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
6	InternVideo2-1B	68.36	No	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
7	VideoChat-T (FT)	67.1	Yes	TimeSuite: Improving MLLMs for Long Video Unders...	2024-10-25	Code
8	UniMD+Sync.	63.98	No	UniMD: Towards Unifying Moment Retrieval and Tem...	2024-04-07	Code
9	LD-DETR	62.58	No	LD-DETR: Loop Decoder DEtection TRansformer for ...	2025-01-18	Code
10	VideoLights-B-pt	61.96	Yes	VideoLights: Feature Refinement and Cross-Task A...	2024-12-02	Code
11	UnLoc-L	60.8	No	UnLoc: A Unified Framework for Video Localizatio...	2023-08-21	Code
12	BAM-DETR	59.95	No	BAM-DETR: Boundary-Aligned Moment Detection Tran...	2023-11-30	Code
13	BM-DETR	59.48	No	Background-aware Moment Detection for Video Mome...	2023-06-05	Code
14	UVCOM	59.25	No	Bridging the Gap: A Unified Video Comprehension ...	2023-11-28	Code
15	CG-DETR	58.44	No	Correlation-Guided Query-Dependency Calibration ...	2023-11-15	Code
16	LLMEPET	58.31	No	Prior Knowledge Integration via LLM Encoding and...	2024-07-21	Code
17	UnLoc-B	58.1	No	UnLoc: A Unified Framework for Video Localizatio...	2023-08-21	Code
18	QD-DETR (Only Video)	57.31	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
19	video-mamba-suite	57.18	No	Video Mamba Suite: State Space Model as a Versat...	2024-03-14	Code
20	Moment-DETR w/ PT (on 10K HowTo100M videos)	55.65	No	QVHighlights: Detecting Moments and Highlights i...	2021-07-20	Code
21	Moment-DETR	53.63	No	QVHighlights: Detecting Moments and Highlights i...	2021-07-20	Code
22	UMT (VO)	49.35	No	UMT: Unified Multi-modal Transformers for Joint ...	2022-03-23	Code
23	VideoChat-T (ZS)	48.7	Yes	TimeSuite: Improving MLLMs for Long Video Unders...	2024-10-25	Code
24	UMT (VA)	48.31	No	UMT: Unified Multi-modal Transformers for Joint ...	2022-03-23	Code
25	SimVTP	44.7	No	SimVTP: Simple Video Text Pre-training with Mask...	2022-12-07	-