Motion-Grounded Video Reasoning on GroundMoRe (test) benchmark leaderboard · SOTA2 Research

Motion-Grounded Video Reasoning on GroundMoRe (test)

31.96Overall J&F ScoreVideoSEG-O3-4B

Evaluation Results

Method	Links
VideoSEG-O3-4B2026.06		31.96	30.19	33.73	34.68	32.88	36.47	29.71	28.14	31.28	25.06	23.51	26.6	37.39	35.21	39.56
VideoSEG-O3-2B2026.06		29.06	27.39	30.72	30.93	29.21	32.65	26.97	25.42	28.52	22.04	20.62	23.46	35.49	33.54	37.44
MORA2026.06		23.13	22.79	23.46	21.62	21.46	21.79	22.43	22.03	22.83	26.37	25.87	26.88	22.63	22.3	22.97
SeViLA+SgMg2026.06		22.34	20.92	23.75	21.6	20.17	23.02	21.68	20.47	22.89	20.46	19.32	21.61	24.53	22.83	26.22
SeViLA+HTR2026.06		21.75	19.85	23.64	22.28	20.42	24.15	20.37	18.6	22.14	19.7	18.03	21.36	24.41	22.11	26.71
SeViLA+ReferFormer2026.06		20.37	18.99	21.75	21.29	19.86	22.72	18.27	17.06	19.48	17.56	16.37	18.75	24.01	22.35	25.66
SgMg2026.06		17.49	15.81	19.16	18.94	17.04	20.85	15.46	13.97	16.96	16.35	15.24	17.45	18.77	16.69	20.86
ViLA+SgMg2026.06		17.07	15.25	18.89	17.34	15.43	19.26	16.3	14.57	18.04	15.31	13.96	16.67	19.18	16.96	21.4
VideoChat2+SgMg2026.06		16.65	14.83	18.48	16.64	14.75	18.54	14.7	13.02	16.38	15.22	13.87	16.58	20.01	17.68	22.34
ViLA+ReferFormer2026.06		16.37	14.84	17.89	15.92	14.33	17.52	16.3	14.94	17.67	13.63	12.35	14.91	19.61	17.78	21.45
ViLA+HTR2026.06		15.72	13.9	17.53	16.46	14.6	18.31	15.11	13.39	16.83	12.61	11.22	13.99	18.37	16.1	20.63
VideoChat2+ReferFormer2026.06		15.38	13.84	16.93	14.74	13.1	16.37	13.95	12.69	15.21	13.12	11.8	14.43	19.82	17.89	21.74
VideoChat2+HTR2026.06		15.08	13.25	16.9	15.91	14	17.81	13.91	12.33	15.5	11.97	10.56	13.37	18.17	15.82	20.52
HTR2026.06		14.48	12.71	16.24	15.66	13.82	17.51	12.46	10.78	14.14	13.51	12.16	14.86	15.94	13.8	18.08
LMPM2026.06		13.34	12.71	13.97	13.71	13.13	14.3	11.3	10.6	12.01	13.16	12.64	13.68	14.33	13.6	15.05
ReferFormer2026.06		12.72	11.15	14.29	12.67	10.95	14.38	10.73	9.35	12.1	12.36	11.12	13.61	15.15	13.26	17.04
PG-Video-LLaVA+SAM22026.06		11.85	11.15	12.55	13.35	12.84	13.85	3.85	2.49	5.22	15.52	15.16	15.89	12.11	11.37	12.85
PG-Video-LLaVA2026.06		11.17	11.47	10.89	10.57	10.82	10.33	10.93	11.15	10.71	10.36	10.37	10.34	12.51	13.04	11.99
Title+ReferFormer2026.06		10.13	9.73	10.53	10.5	9.91	11.08	9.06	8.56	9.57	9.42	9.07	9.78	11.38	11.21	11.55
PixelLM-7B2026.06		9.96	9.93	9.99	9.52	9.39	9.65	9.21	9.15	9.27	9.82	9.76	9.87	10.94	11.02	10.85
LISA-7B2026.06		6.11	4.89	7.32	5.53	4.38	6.69	5.19	4.07	6.32	5.88	4.77	6.98	7.56	6.11	9
VISA2026.06		5.31	4.72	5.9	6.07	5.5	6.64	4.48	3.8	5.15	5.1	4.34	5.86	5.39	5.02	5.77