Moment Retrieval on QVHighlights

Metric: R@1 IoU=0.7 (higher is better)

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#	Model↕	R@1 IoU=0.7▼	Extra Data	Paper	Date↕	Code
1	LLaVA-MR	61.48	No	LLaVA-MR: Large Language-and-Vision Assistant fo...	2024-11-21	Code
2	SG-DETR (w/ PT)	60.4	Yes	Saliency-Guided DETR for Moment Retrieval and Hi...	2024-10-02	Code
3	SG-DETR	56.6	No	Saliency-Guided DETR for Moment Retrieval and Hi...	2024-10-02	Code
4	InternVideo2-6B	56.45	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
5	VideoLights-B-pt	55.25	Yes	VideoLights: Feature Refinement and Cross-Task A...	2024-12-02	Code
6	FlashVTG	53.96	No	FlashVTG: Feature Layering and Adaptive Score Ha...	2024-12-18	Code
7	CG-DETR (w/ PT)	53.11	Yes	Correlation-Guided Query-Dependency Calibration ...	2023-11-15	Code
8	video-mamba-suite	52.19	No	Video Mamba Suite: State Space Model as a Versat...	2024-03-14	Code
9	LA-DETR	51.1	No	Length-Aware DETR for Robust Moment Retrieval	2024-12-30	Code
10	LD-DETR	51.04	No	LD-DETR: Loop Decoder DEtection TRansformer for ...	2025-01-18	Code
11	UniVTG (w/ PT)	50.06	Yes	UniVTG: Towards Unified Video-Language Temporal ...	2023-07-31	Code
12	LLMEPET	49.94	No	Prior Knowledge Integration via LLM Encoding and...	2024-07-21	Code
13	R^2-Tuning	49.35	No	$R^2$-Tuning: Efficient Image-to-Video Transfer ...	2024-03-31	Code
14	UnLoc-B	48.8	No	UnLoc: A Unified Framework for Video Localizatio...	2023-08-21	Code
15	BAM-DETR	48.64	No	BAM-DETR: Boundary-Aligned Moment Detection Tran...	2023-11-30	Code
16	CG-DETR	48.38	No	Correlation-Guided Query-Dependency Calibration ...	2023-11-15	Code
17	UVCOM (w/ PT ASR Captions)	48.31	Yes	Bridging the Gap: A Unified Video Comprehension ...	2023-11-28	Code
18	BAM-DETR (w/ audio)	48.12	No	BAM-DETR: Boundary-Aligned Moment Detection Tran...	2023-11-30	Code
19	BAM-DETR (w/ PT ASR Captions)	47.92	Yes	BAM-DETR: Boundary-Aligned Moment Detection Tran...	2023-11-30	Code
20	UVCOM	47.47	No	Bridging the Gap: A Unified Video Comprehension ...	2023-11-28	Code
21	UnLoc-L	46.7	No	UnLoc: A Unified Framework for Video Localizatio...	2023-08-21	Code
22	QD-DETR (w/ PT)	46.1	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
23	QD-DETR (only Video w/ PT ASR Captions)	45.2	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
24	QD-DETR (w/ audio)	45.1	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
25	DenoiseLoc	45.07	No	Boundary-Denoising for Video Activity Localization	2023-04-06	Code
26	QD-DETR (only Video)	44.98	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
27	BM-DETR	43.05	No	Background-aware Moment Detection for Video Mome...	2023-06-05	Code
28	UniVTG	40.86	No	UniVTG: Towards Unified Video-Language Temporal ...	2023-07-31	Code
29	Moment-DETR (w/ PT ASR Cpations)	40.33	No	QVHighlights: Detecting Moments and Highlights i...	2021-07-20	Code
30	SeViLA-Localizer	36.5	No	-	-	-