16k on QVHighlights

Metric: mAP (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide augmentations

#	Model↕	mAP▼	Augmentations	Paper	Date↕	Code
1	SG-DETR (w/ PT)	44.7	Yes	Saliency-Guided DETR for Moment Retrieval and Hi...	2024-10-02	Code
2	FlashVTG	44.09	No	FlashVTG: Feature Layering and Adaptive Score Ha...	2024-12-18	Code
3	SG-DETR	43.76	No	Saliency-Guided DETR for Moment Retrieval and Hi...	2024-10-02	Code
4	VideoLights-B-pt	42.84	Yes	VideoLights: Feature Refinement and Cross-Task A...	2024-12-02	Code
5	HL-CLIP	41.94	No	Unleash the Potential of CLIP for Video Highligh...	2024-04-02	Code
6	R^2-Tuning	40.75	No	$R^2$-Tuning: Efficient Image-to-Video Transfer ...	2024-03-31	Code
7	CG-DETR (w/ PT)	40.71	Yes	Correlation-Guided Query-Dependency Calibration ...	2023-11-15	Code
8	NumPro	40.54	No	Number it: Temporal Grounding Videos like Flippi...	2024-11-15	Code
9	UniVTG (w/ PT)	40.54	Yes	UniVTG: Towards Unified Video-Language Temporal ...	2023-07-31	Code
10	CG-DETR	40.33	No	Correlation-Guided Query-Dependency Calibration ...	2023-11-15	Code
11	LLMEPET	40.33	No	Prior Knowledge Integration via LLM Encoding and...	2024-07-21	Code
12	UMT (w. PT)	39.12	No	UMT: Unified Multi-modal Transformers for Joint ...	2022-03-23	Code
13	QD-DETR	39.04	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
14	QD-DETR (only Video)	38.94	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
15	QD-DETR (w/ PT)	38.52	No	Query-Dependent Video Representation for Moment ...	2023-03-24	Code
16	UniVTG	38.2	No	UniVTG: Towards Unified Video-Language Temporal ...	2023-07-31	Code
17	UMT	38.18	No	UMT: Unified Multi-modal Transformers for Joint ...	2022-03-23	Code
18	Moment-DETR w/ PT	37.43	No	QVHighlights: Detecting Moments and Highlights i...	2021-07-20	Code
19	VideoChat-T (FT)	27	No	TimeSuite: Improving MLLMs for Long Video Unders...	2024-10-25	Code
20	VideoChat-T (ZS)	26.5	No	-	-	-