Moment Retrieval on QVHighlights

Metric: mAP@0.75 (higher is better)

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#	Model↕	mAP@0.75▼	Extra Data	Paper	Date↕	Code
1	SG-DETR (w/ PT)	60.8	Yes	Saliency-Guided DETR for Moment Retrieval and Hi...	2024-10-02	Code
2	SG-DETR	55.8	No	Saliency-Guided DETR for Moment Retrieval and Hi...	2024-10-02	Code
3	LLaVA-MR	54.4	No	LLaVA-MR: Large Language-and-Vision Assistant fo...	2024-11-21	Code
4	FlashVTG	53.85	No	FlashVTG: Feature Layering and Adaptive Score Ha...	2024-12-18	Code
5	LA-DETR	49.44	No	Length-Aware DETR for Robust Moment Retrieval	2024-12-30	Code
6	VideoLights-B-pt	49.17	Yes	VideoLights: Feature Refinement and Cross-Task A...	2024-12-02	Code
7	CG-DETR (w/ PT)	49.12	Yes	Correlation-Guided Query-Dependency Calibration ...	2023-11-15	Code
8	SG-DETR (ZS)	49	Yes	Saliency-Guided DETR for Moment Retrieval and Hi...	2024-10-02	Code
9	BAM-DETR (w/ PT ASR Captions)	48.22	Yes	BAM-DETR: Boundary-Aligned Moment Detection Tran...	2023-11-30	Code
10	R^2-Tuning	47.56	No	$R^2$-Tuning: Efficient Image-to-Video Transfer ...	2024-03-31	Code
11	BAM-DETR (w/ audio)	47.51	No	BAM-DETR: Boundary-Aligned Moment Detection Tran...	2023-11-30	Code
12	LD-DETR	46.99	No	LD-DETR: Loop Decoder DEtection TRansformer for ...	2025-01-18	Code
13	video-mamba-suite	46.68	No	Video Mamba Suite: State Space Model as a Versat...	2024-03-14	Code
14	BAM-DETR	46.33	No	BAM-DETR: Boundary-Aligned Moment Detection Tran...	2023-11-30	Code
15	UniVTG (w/ PT)	45.02	Yes	UniVTG: Towards Unified Video-Language Temporal ...	2023-07-31	Code
16	LLMEPET	43.91	No	Prior Knowledge Integration via LLM Encoding and...	2024-07-21	Code
17	UVCOM (w/ PT ASR Captions)	43.65	Yes	Bridging the Gap: A Unified Video Comprehension ...	2023-11-28	Code
18	CG-DETR	42.77	No	Correlation-Guided Query-Dependency Calibration ...	2023-11-15	Code
19	UVCOM	42.67	No	Bridging the Gap: A Unified Video Comprehension ...	2023-11-28	Code
20	QD-DETR (w/ PT)	40.5	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
21	QD-DETR (only Video w/ PT ASR Captions)	40.4	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
22	BM-DETR	40.18	No	Background-aware Moment Detection for Video Mome...	2023-06-05	Code
23	QD-DETR (w/ audio)	40.1	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
24	QD-DETR (only Video)	39.88	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
25	UniVTG	35.59	No	UniVTG: Towards Unified Video-Language Temporal ...	2023-07-31	Code
26	Moment-DETR (w/ PT ASR Cpations)	35.36	No	QVHighlights: Detecting Moments and Highlights i...	2021-07-20	Code
27	VTG-GPT	29.73	No	VTG-GPT: Tuning-Free Zero-Shot Video Temporal Gr...	2024-03-04	Code