Moment Retrieval on QVHighlights

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	LLaVA-MR	76.59	No	LLaVA-MR: Large Language-and-Vision Assistant fo...	2024-11-21	Code
2	SG-DETR (w/ PT)	74.2	Yes	Saliency-Guided DETR for Moment Retrieval and Hi...	2024-10-02	Code
3	SG-DETR	72.2	No	Saliency-Guided DETR for Moment Retrieval and Hi...	2024-10-02	Code
4	InternVideo2-6B	71.42	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
5	FlashVTG	70.69	No	FlashVTG: Feature Layering and Adaptive Score Ha...	2024-12-18	Code
6	VideoLights-B-pt	70.36	Yes	VideoLights: Feature Refinement and Cross-Task A...	2024-12-02	Code
7	CG-DETR (w/ PT)	68.48	Yes	Correlation-Guided Query-Dependency Calibration ...	2023-11-15	Code
8	R^2-Tuning	68.03	No	$R^2$-Tuning: Efficient Image-to-Video Transfer ...	2024-03-31	Code
9	LD-DETR	66.8	No	LD-DETR: Loop Decoder DEtection TRansformer for ...	2025-01-18	Code
10	LLMEPET	66.73	No	Prior Knowledge Integration via LLM Encoding and...	2024-07-21	Code
11	video-mamba-suite	66.65	No	Video Mamba Suite: State Space Model as a Versat...	2024-03-14	Code
12	UnLoc-L	66.1	No	UnLoc: A Unified Framework for Video Localizatio...	2023-08-21	Code
13	UniVTG (w/ PT)	65.43	Yes	UniVTG: Towards Unified Video-Language Temporal ...	2023-07-31	Code
14	CG-DETR	65.43	No	Correlation-Guided Query-Dependency Calibration ...	2023-11-15	Code
15	UVCOM (w/ PT ASR Captions)	64.53	Yes	Bridging the Gap: A Unified Video Comprehension ...	2023-11-28	Code
16	UnLoc-B	64.5	No	UnLoc: A Unified Framework for Video Localizatio...	2023-08-21	Code
17	QD-DETR (w/ PT)	64.1	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
18	BAM-DETR (w/ audio)	64.07	No	BAM-DETR: Boundary-Aligned Moment Detection Tran...	2023-11-30	Code
19	LA-DETR	63.94	No	Length-Aware DETR for Robust Moment Retrieval	2024-12-30	Code
20	BAM-DETR (w/ PT ASR Captions)	63.88	Yes	BAM-DETR: Boundary-Aligned Moment Detection Tran...	2023-11-30	Code
21	UVCOM	63.55	No	Bridging the Gap: A Unified Video Comprehension ...	2023-11-28	Code
22	QD-DETR (only Video w/ PT ASR Captions)	63.2	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
23	QD-DETR (w/ audio)	63.06	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
24	BAM-DETR	62.71	No	BAM-DETR: Boundary-Aligned Moment Detection Tran...	2023-11-30	Code
25	QD-DETR (only Video)	62.4	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
26	BM-DETR	60.12	No	Background-aware Moment Detection for Video Mome...	2023-06-05	Code
27	Moment-DETR (w/ PT ASR Cpations)	59.78	No	QVHighlights: Detecting Moments and Highlights i...	2021-07-20	Code
28	DenoiseLoc	59.27	No	Boundary-Denoising for Video Activity Localization	2023-04-06	Code
29	UniVTG	58.86	No	UniVTG: Towards Unified Video-Language Temporal ...	2023-07-31	Code
30	SeViLA-Localizer	54.5	No	-	-	-