Video on TACoS

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	DeCafNet	46.79	No	DeCafNet: Delegate and Conquer for Efficient Tem...	2025-05-22	Code
2	SG-DETR (w/ PT)	46.4	Yes	Saliency-Guided DETR for Moment Retrieval and Hi...	2024-10-02	Code
3	SG-DETR	44.7	No	Saliency-Guided DETR for Moment Retrieval and Hi...	2024-10-02	Code
4	LD-DETR	44.31	No	LD-DETR: Loop Decoder DEtection TRansformer for ...	2025-01-18	Code
5	FlashVTG	41.76	No	FlashVTG: Feature Layering and Adaptive Score Ha...	2024-12-18	Code
6	BAM-DETR	41.54	No	BAM-DETR: Boundary-Aligned Moment Detection Tran...	2023-11-30	Code
7	LLMEPET	40.12	No	Prior Knowledge Integration via LLM Encoding and...	2024-07-21	Code
8	CG-DETR	39.61	No	Correlation-Guided Query-Dependency Calibration ...	2023-11-15	Code
9	UVCOM	36.39	No	Bridging the Gap: A Unified Video Comprehension ...	2023-11-28	Code
10	GVL (paragraph-level)	36.07	No	Learning Grounded Vision-Language Representation...	2023-03-11	Code
11	UniVTG	34.97	No	UniVTG: Towards Unified Video-Language Temporal ...	2023-07-31	Code
12	GVL	34.57	No	Learning Grounded Vision-Language Representation...	2023-03-11	Code
13	VLG-Net	34.19	No	VLG-Net: Video-Language Graph Matching Network f...	2020-11-19	Code

#1DeCafNetSOTA
46.79
R@1,IoU=0.5· 2025-05-22
DeCafNet: Delegate and Conquer for Efficient Temporal Grounding in Long Videos Code
#2SG-DETR (w/ PT)SOTA
46.4
R@1,IoU=0.5· Extra Data· 2024-10-02
Saliency-Guided DETR for Moment Retrieval and Highlight Detection Code
#3SG-DETR
44.7
R@1,IoU=0.5· 2024-10-02
Saliency-Guided DETR for Moment Retrieval and Highlight Detection Code
#4LD-DETR
44.31
R@1,IoU=0.5· 2025-01-18
LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight Detection Code
#5FlashVTG
41.76
R@1,IoU=0.5· 2024-12-18
FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal Grounding Code
#6BAM-DETRSOTA
41.54
R@1,IoU=0.5· 2023-11-30
BAM-DETR: Boundary-Aligned Moment Detection Transformer for Temporal Sentence Grounding in Videos Code
#7LLMEPET
40.12
R@1,IoU=0.5· 2024-07-21
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval Code
#8CG-DETRSOTA
39.61
R@1,IoU=0.5· 2023-11-15
Correlation-Guided Query-Dependency Calibration for Video Temporal Grounding Code
#9UVCOM
36.39
R@1,IoU=0.5· 2023-11-28
Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection Code
#10GVL (paragraph-level)SOTA
36.07
R@1,IoU=0.5· 2023-03-11
Learning Grounded Vision-Language Representation for Versatile Understanding in Untrimmed Videos Code
#11UniVTG
34.97
R@1,IoU=0.5· 2023-07-31
UniVTG: Towards Unified Video-Language Temporal Grounding Code
#12GVL
34.57
R@1,IoU=0.5· 2023-03-11
Learning Grounded Vision-Language Representation for Versatile Understanding in Untrimmed Videos Code
#13VLG-NetSOTA
34.19
R@1,IoU=0.5· 2020-11-19
VLG-Net: Video-Language Graph Matching Network for Video Grounding Code