Temporal Grounding on OVIS (test) benchmark leaderboard · SOTA2 Research

Temporal Grounding on OVIS (test)

35.25R1@0.5LD-DETR

Evaluation Results

Method	Links
LD-DETR2025.10		35.25	40.83	—	—	—	—	—
LD-DETR2025.10		35.25	40.83	78.27	52.33	84.16	63.31	46.73
GPT-4o2025.10		35.17	35.55	—	—	—	—	—
GPT-5.42025.10		35.17	35.55	62.47	48.76	65.94	52.03	38.6
R^2-Tuning2025.10		34.92	38.5	—	—	—	—	—
R2-Tuning2025.10		34.92	38.5	75.28	54.1	80.66	63.54	46.07
SVAGFormer2025.10		33.37	39.27	—	—	—	—	—
SVAGFormer2025.10		33.37	39.27	82.37	52.66	85.63	61.22	43.98
Claude-3.5 Sonnet2025.10		27.45	29.07	—	—	—	—	—
GPT-4o mini2025.10		27.3	30.8	—	—	—	—	—
GPT-4.1 mini2025.10		27.3	30.8	62.54	41.07	62.88	43.28	27.48
d2vlm2025.10		21.62	29.3	—	—	—	—	—
d2vlm2025.10		21.62	29.3	69.4	51	69.95	51.72	21.58
VTimeLLM2025.10		20.84	27.73	—	—	—	—	—
VTimeLLM2025.10		20.84	27.73	64.3	42.24	61.76	40.5	19.84
Qwen2.5-VL2025.10		16.3	22.3	—	—	—	—	—
Qwen2.5-VL2025.10		16.3	22.3	53.88	30.16	51.91	28.98	15.66
GLM-4V2025.10		16.05	20.76	—	—	—	—	—
GLM-4.6V2025.10		16.05	20.76	51.73	30.12	51.56	29.58	15.61
TimeSuite2025.10		12.31	18.21	—	—	—	—	—
TimeSuite2025.10		12.31	18.21	47.23	22.62	45.21	21.54	11.57
EgoMask2025.10		11.97	14.78	—	—	—	—	—
EgoMask2025.10		11.97	14.78	32.82	18.74	39.01	21.95	13.5
InternVL2.52025.10		9.42	14.94	—	—	—	—	—
InternVL3.52025.10		9.42	14.94	41.02	21.18	43.85	24.17	11.21
Qwen2-VL2025.10		0	1.19	—	—	—	—	—
Qwen3-VL2025.10		0	1.19	2.44	0.11	2.4	0.11	0