Video Reasoning Segmentation on ReVOS (test) benchmark leaderboard · SOTA2 Research

Video Reasoning Segmentation on ReVOS (test)

61.1Referring JaccardVRS-HQ

Evaluation Results

Method	Links
VRS-HQ2025.01		61.1	65.5	63.3	54.1	59.4	56.8	57.6	62.5	60	18.9
VRS-HQ2025.01		59.8	64.5	62.1	53.5	58.7	56.1	56.6	61.6	59.1	19.7
VRS-HQ2026.04		59.8	64.5	62.1	53.5	58.7	56.1	56.6	61.6	59.1	—
GLUS2026.04		56.3	60.7	58.3	48.8	53.9	51.4	52.6	57.3	54.8	—
VISA2025.01		55.7	59	57.4	41.9	46.5	44.2	48.8	52.8	50.8	15.1
ORVOS Baseline2026.04		55.7	59.9	57.8	48.4	53.3	50.8	52	56.6	54.3	—
VISA2025.01		55.6	59.1	57.4	42	46.7	44.3	48.8	52.9	50.9	14.5
VISA2025.01		49.4	52.6	51	40.5	45.8	43.2	44.9	49.2	47.1	15.3
VISA2025.01		49.2	52.6	50.9	40.6	45.4	43	44.9	49	46.9	15.5
VISA2026.04		49.2	52.6	50.9	40.6	45.4	43	44.9	49	46.9	—
TrackGPT2025.01		48.3	50.6	49.5	38.1	42.9	40.5	43.2	46.8	45	12.8
TrackGPT2025.01		46.7	49.7	48.2	36.8	41.2	39	41.8	45.5	43.6	11.6
TrackGPT2026.04		46.7	49.7	48.2	36.8	41.2	39	41.8	45.5	43.6	—
LISA2025.01		45.2	47.9	46.6	34.3	39.1	36.7	39.8	43.5	41.6	8.6
LISA2025.01		44.3	47.1	45.7	33.8	38.4	36.1	39.1	42.7	40.9	9.3
LISA2026.04		44.3	47.1	45.7	33.8	38.4	36.1	39.1	42.7	40.9	—
ReferFormer2025.01		31.2	34.3	32.7	21.3	25.6	23.4	26.2	29.9	28.1	8.8
MTTR2025.01		29.8	30.2	30	20.4	21.5	21	25.1	25.9	25.5	5.6
LMPM2025.01		29	39.1	34.1	13.3	24.3	18.8	21.2	31.7	26.4	3.2