Temporal Grounding

Benchmarks

Dataset Name	SOTA Method	Metric
Charades-STA (test)	UnLoc-L	Recall@1 (IoU=0.5)60.8	68	3d ago
ActivityNet Captions	EaTR	Recall@1 (IoU=0.5)58.2	45	3d ago
Charades-STA	VideoAuto-R1	mIoU63.7	33	2d ago
Ego4D-NLQ (test)	DeCafNet-100%	R@1 (IoU=0.3)22.21	20	3d ago
Ego4D-NLQ	MSTG	R@1 (IoU=0.3)16.37	14	3d ago
SurgVidLM Out-of-domain (test)	ReWatch-R1-7B	R@0.369.96	13	3d ago
OphVL In-domain (test)	Gemini 3-Pro-Preview	R@0.387.85	13	3d ago
Charades-STA	VideoTemp-o3	mIoU57.8	13	3d ago
Ego4D Goalstep (test)	DeCafNet	R@1 (Th=0.3)23.2	11	3d ago
ActivityNet-MR	TimeMaker	R@0.733	10	3d ago
ActivityNet-CON	Gemini 1.5 Flash	Grounding Success Rate37.8	10	3d ago
Charades-CON	Gemini 1.5 Flash	Ground Score34.6	10	3d ago
ActivityNet	VideoAuto-R1	Recall@0.374.1	9	3d ago
Ego4D 1.0 (test)	DenoiseLoc	Recall@1 (IoU=0.3)19.33	7	3d ago
Charades-CG (Novel-Word)	VISA	IoU@0.542.35	7	3d ago
Charades-CG (Novel-Composition)	VISA	IoU@0.50.4541	7	3d ago
Charades-CG Trivial (test)	VISA	IoU@0.553.2	7	3d ago
ActivityNet-CG (Novel-Word)	VISA	Recall@1 (IoU=0.5)30.14	7	3d ago
ActivityNet-CG (Novel-Composition)	VISA	R@1 (IoU=0.5)31.51	7	3d ago
ActivityNet-CG (test-Trivial)	VISA	R@1 (IoU=0.5)47.13	7	3d ago
FineAction CGR	SlowFocus	mIoU66.68	6	2d ago
VideoTemp-Bench (Overall)	Gemini-2.5-Pro	mIoU34	6	3d ago
VideoTemp-Bench >20min	Gemini-2.5-Pro	mIoU14.8	6	3d ago
VideoTemp-Bench 10~20min	Gemini-2.5-Pro	mIoU36.1	6	3d ago
VideoTemp-Bench 3~10min	Gemini-2.5-Pro	mIoU46.1	6	3d ago

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