Temporal Grounding on Ego4D-NLQ benchmark leaderboard · SOTA2 Research

Temporal Grounding on Ego4D-NLQ

29.06R@1 (IoU=0.3)UniversalVTG

Evaluation Results

Method	Links
UniversalVTG2026.04		29.06	20.56	24.81	—	—	—
UniTime-7B2026.04		27.09	18.41	22.75	—	—	—
HieraMamba2026.04		18.81	13.04	15.93	—	—	—
DeCafNet2026.04		18.1	12.55	15.33	—	—	—
MSTG2026.01		16.37	11.27	13.96	39.97	28.7	34.43
SnAG2024.12		15.72	10.78	13.25	38.39	27.44	32.92
SnAG2026.01		15.72	10.78	13.25	38.39	27.44	32.92
SnAG2026.04		15.72	10.78	13.25	—	—	—
CONE2026.01		14.15	8.18	11.17	30.33	18.02	24.18
CONE2026.04		14.15	8.18	11.17	—	—	—
SEAL2024.12		13.78	9.26	11.52	34.79	23.1	28.95
SnAG2024.12		13.44	9.23	11.34	34.02	23.04	28.53
UniVTG2026.04		11.74	7.54	9.64	—	—	—
VSL-Net2026.01		10.84	6.81	8.83	18.84	13.45	16.15
SEAL2024.12		10.83	7.06	8.95	27.39	17.41	22.4
MSTG2026.01		10.8	7.22	9.49	28.54	20.38	25.06
UniTime-2B2026.04		10.5	5.8	8.15	—	—	—
CONE2026.01		10.4	5.03	7.72	22.74	11.87	17.31
SnAG2024.12		10.03	6.35	8.19	26.56	16.9	21.73
SnAG2026.01		9.83	6.83	8.33	27.93	19.27	23.6
M-DETR2026.04		8.23	5.01	6.62	—	—	—
SOONet2026.01		8	3.76	5.88	22.4	11.09	16.75
VSL-Net2026.01		5.45	3.12	4.29	10.74	6.63	8.69
2D-TAN2026.04		5.04	2.05	3.55	—	—	—
Qwen2.5-VL-7B2026.04		1.11	0.48	0.8	—	—	—