Moment Retrieval on QVHighlights

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	SG-DETR (w/ PT)	58.8	Yes	Saliency-Guided DETR for Moment Retrieval and Hi...	2024-10-02	Code
2	SG-DETR	54.1	No	Saliency-Guided DETR for Moment Retrieval and Hi...	2024-10-02	Code
3	LLaVA-MR	52.73	No	LLaVA-MR: Large Language-and-Vision Assistant fo...	2024-11-21	Code
4	FlashVTG	52	No	FlashVTG: Feature Layering and Adaptive Score Ha...	2024-12-18	Code
5	InternVideo2-6B	49.24	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
6	SG-DETR (ZS)	48.3	Yes	Saliency-Guided DETR for Moment Retrieval and Hi...	2024-10-02	Code
7	CG-DETR (w/ PT)	47.97	Yes	Correlation-Guided Query-Dependency Calibration ...	2023-11-15	Code
8	VideoLights-B-pt	47.94	Yes	VideoLights: Feature Refinement and Cross-Task A...	2024-12-02	Code
9	LA-DETR	47.93	No	Length-Aware DETR for Robust Moment Retrieval	2024-12-30	Code
10	BAM-DETR (w/ audio)	46.91	No	BAM-DETR: Boundary-Aligned Moment Detection Tran...	2023-11-30	Code
11	BAM-DETR (w/ PT ASR Captions)	46.67	Yes	BAM-DETR: Boundary-Aligned Moment Detection Tran...	2023-11-30	Code
12	LD-DETR	46.41	No	LD-DETR: Loop Decoder DEtection TRansformer for ...	2025-01-18	Code
13	R^2-Tuning	46.17	No	$R^2$-Tuning: Efficient Image-to-Video Transfer ...	2024-03-31	Code
14	BAM-DETR	45.36	No	BAM-DETR: Boundary-Aligned Moment Detection Tran...	2023-11-30	Code
15	video-mamba-suite	45.18	No	Video Mamba Suite: State Space Model as a Versat...	2024-03-14	Code
16	LLMEPET	44.05	No	Prior Knowledge Integration via LLM Encoding and...	2024-07-21	Code
17	UVCOM (w/ PT ASR Captions)	43.8	Yes	Bridging the Gap: A Unified Video Comprehension ...	2023-11-28	Code
18	UniVTG (w/ PT)	43.63	Yes	UniVTG: Towards Unified Video-Language Temporal ...	2023-07-31	Code
19	UVCOM	43.18	No	Bridging the Gap: A Unified Video Comprehension ...	2023-11-28	Code
20	CG-DETR	42.86	No	Correlation-Guided Query-Dependency Calibration ...	2023-11-15	Code
21	QD-DETR (w/ PT)	40.62	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
22	QD-DETR (w/ audio)	40.19	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
23	BM-DETR	40.08	No	Background-aware Moment Detection for Video Mome...	2023-06-05	Code
24	QD-DETR (only Video w/ PT ASR Captions)	40	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
25	QD-DETR (only Video)	39.86	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
26	UMT (w/ audio + PT ASR Cpations)	38.08	No	UMT: Unified Multi-modal Transformers for Joint ...	2022-03-23	Code
27	Moment-DETR (w/ PT ASR Cpations)	36.14	No	QVHighlights: Detecting Moments and Highlights i...	2021-07-20	Code
28	UMT	36.12	No	UMT: Unified Multi-modal Transformers for Joint ...	2022-03-23	Code
29	UniVTG	35.47	No	UniVTG: Towards Unified Video-Language Temporal ...	2023-07-31	Code
30	SeViLA-Localizer	32.3	No	-	-	-
31	VTG-GPT	30.91	No	VTG-GPT: Tuning-Free Zero-Shot Video Temporal Gr...	2024-03-04	Code