Moment Retrieval On Qvhighlights

Metrics

R@1 IoU=0.5

R@1 IoU=0.7

mAP

mAP@0.5

mAP@0.75

Results

Performance results of various models on this benchmark

						Paper Title
LLaVA-MR	76.59	61.48	52.73	69.41	54.40	LLaVA-MR: Large Language-and-Vision Assistant for Video Moment Retrieval
SG-DETR (w/ PT)	74.20	60.40	58.80	76.20	60.80	Saliency-Guided DETR for Moment Retrieval and Highlight Detection
SG-DETR	72.20	56.60	54.10	73.20	55.80	Saliency-Guided DETR for Moment Retrieval and Highlight Detection
InternVideo2-6B	71.42	56.45	49.24	-	-	InternVideo2: Scaling Foundation Models for Multimodal Video Understanding
FlashVTG	70.69	53.96	52.00	72.33	53.85	FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal Grounding
VideoLights-B-pt	70.36	55.25	47.94	69.53	49.17	VideoLights: Feature Refinement and Cross-Task Alignment Transformer for Joint Video Highlight Detection and Moment Retrieval
CG-DETR (w/ PT)	68.48	53.11	47.97	69.40	49.12	Correlation-Guided Query-Dependency Calibration for Video Temporal Grounding
R^2-Tuning	68.03	49.35	46.17	69.04	47.56	$R^2$-Tuning: Efficient Image-to-Video Transfer Learning for Video Temporal Grounding
LD-DETR	66.80	51.04	46.41	67.61	46.99	LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight Detection
LLMEPET	66.73	49.94	44.05	65.76	43.91	Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval
video-mamba-suite	66.65	52.19	45.18	64.37	46.68	Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding
UnLoc-L	66.1	46.7	-	-	-	UnLoc: A Unified Framework for Video Localization Tasks
UniVTG (w/ PT)	65.43	50.06	43.63	64.06	45.02	UniVTG: Towards Unified Video-Language Temporal Grounding
CG-DETR	65.43	48.38	42.86	64.51	42.77	Correlation-Guided Query-Dependency Calibration for Video Temporal Grounding
UVCOM (w/ PT ASR Captions)	64.53	48.31	43.8	64.78	43.65	Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection
UnLoc-B	64.5	48.8	-	-	-	UnLoc: A Unified Framework for Video Localization Tasks
QD-DETR (w/ PT)	64.1	46.1	40.62	64.3	40.5	Query-Dependent Video Representation for Moment Retrieval and Highlight Detection
BAM-DETR (w/ audio)	64.07	48.12	46.91	65.61	47.51	BAM-DETR: Boundary-Aligned Moment Detection Transformer for Temporal Sentence Grounding in Videos
LA-DETR	63.94	51.10	47.93	65.65	49.44	Length-Aware DETR for Robust Moment Retrieval
BAM-DETR (w/ PT ASR Captions)	63.88	47.92	46.67	66.33	48.22	BAM-DETR: Boundary-Aligned Moment Detection Transformer for Temporal Sentence Grounding in Videos

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Moment Retrieval On Qvhighlights

Metrics

Results