Share your thoughts, 1 month free Claude Pro on usSee more

Semantic Segmentation on OVRSISBench V2

45.64DLRSD mIoU

Pi-Seg

Updated 1mo ago

Evaluation Results

Method	Links
Pi-Seg 2026.04		45.64	64.31	27.37	44.25	54.95	76.03	43.26	66.74	36.23	57.46	39.07	53.75	41.25	56.89	59.6	74.74	44.94	66.11	51.72	71.27	44.4	63.16
RSKT-SEG 2026.04		44.31	63.67	26.09	44.49	58.15	77.43	36.71	63.53	31.18	50.64	37.11	57.69	31.14	46.73	50.81	72.45	41.16	63.45	40.1	59.94	40.1	59.94
CAT-SEG 2026.04		43.89	62.78	26.52	42.67	58.22	77.71	43.96	67.81	34.97	55.15	38.03	52.93	33.49	50.18	57.8	72.6	40.25	60.89	47.74	67.34	42.49	61.01
OVRS 2026.04		43.02	61.12	25.51	42	59.65	78.69	43.98	66.84	33.58	52.32	40.61	55.86	42.98	54.24	49.82	61.92	38.78	57.6	49.72	62.49	42.77	59.31
GSNET 2026.04		42.88	61.75	26.25	43.35	58.49	76.54	44.73	55.77	35.29	52.28	33.62	51.16	32.36	43.99	56.54	68.56	52.45	65.86	41.89	57.42	41.89	57.42
Pi-Seg 2026.04		39.69	58.33	22.97	37.48	47.54	66.95	45.92	63.56	32.37	51.93	30.38	45.3	40.22	57.76	59.61	77.62	31.7	46.31	44.39	63.8	39.48	56.9
OVRS 2026.04		37.3	57.52	22.48	39.45	47.62	66.21	44.05	64.54	33.79	54.74	30.31	43.5	43.56	59.11	53.72	70.95	26.49	40	35.23	49.01	37.46	54.5
CAT-SEG 2026.04		35.85	54.91	20.74	37.99	49.19	67.81	43.88	64.75	33.78	55.37	30.54	43.31	37.34	55.58	52.14	71.82	30.84	44.25	44.47	61.44	37.88	55.72
SED 2026.04		35.52	56.39	23.7	42.59	52.23	72.03	45.67	61.97	30.3	49.53	20.23	34.48	40	53.06	47.64	65.62	25.55	36.76	42.54	55.89	36.34	52.83
GSNET 2026.04		35.09	55.1	20.21	37.94	48.62	67.27	41.29	64.04	33.71	53.44	30.25	42.84	38.63	54.56	45.55	63.36	30.56	43.09	38.63	54.1	36.25	53.57
RSKT-SEG 2026.04		34.96	55.65	20.52	39.19	49	69.52	42.33	63.06	29.39	47.41	33.41	47.64	35.04	49.94	44.27	59.62	31.35	46.42	35.96	52.49	35.62	53.09
CAPY-SEG 2026.04		31.76	54.89	20.03	37.6	52.92	69.32	38.03	59.61	31.62	45.29	30.84	46.9	31.53	46.37	40.07	56.31	40.22	56.19	42.11	57.42	35.91	52.99
CAPY-SEG 2026.04		30.09	50.9	17.46	33.72	42.05	60.57	37.1	48.96	33.13	59.36	19.81	32.86	34.98	50.52	34.04	51.91	16.42	28.11	41.19	61.27	30.63	47.82
SED 2026.04		30.06	52.02	17.03	35.87	41.23	62.17	43.25	60.08	31.36	53.75	18.23	33.06	38.99	52.94	41.33	63.59	21.01	34.91	41.17	63.15	32.37	51.15
MAFT+ 2026.04		28.59	48.4	16.61	26.72	29.94	51.93	37.52	57.02	31.94	59.67	24.45	35.25	36.63	51.77	52.4	69.42	24	41.98	38.5	56	32.06	49.82
MAFT+ 2026.04		27.83	48.35	22.46	36.23	32.87	49.68	39.9	63.34	34.26	57.98	24.9	38.94	38.93	55.45	43.45	57.88	27.98	46.09	30.24	52.46	32.28	50.64
MAFT 2026.04		27.25	47.57	15.53	25.56	29.76	49.15	36.49	54.06	30.5	57.73	24.41	33.2	35.78	51.68	51.94	69.26	23.28	39.03	38.35	55.56	31.33	48.28
FCCLIP 2026.04		26.71	48.21	20.25	35.12	29.37	49.09	37.46	59.82	32.58	54.89	22.25	38.62	34.62	52.76	42.03	53.58	23.51	43.82	30	47.69	29.88	48.36
FCCLIP 2026.04		26.48	45.98	13.92	24.1	27.61	49.14	36	55.84	30.13	56.52	20.37	34.68	33.66	54.78	50.9	73.18	22.91	39.98	37.38	52.76	29.94	48.7
Trident 2026.04		26.31	47.54	18.12	33.67	28.66	47.93	10.54	14.99	33.35	52.65	31.53	50.03	14.44	24.36	41.55	54.64	21.4	40.58	39.04	55.09	26.49	42.15
SAN 2026.04		26.15	45.57	17.59	35.11	26.05	48.28	33.95	57.48	67.84	43.62	21.64	35.71	30.05	50.57	39.28	51.58	19.9	40.3	28.09	43.11	27.21	45.13
MAFT 2026.04		24.96	47.69	20.73	35.36	31.41	48.59	38.3	60.88	34.03	56.83	22.61	37.49	37.31	52.49	40.61	55.94	27.07	43.18	28.31	52.13	30.53	49.06
SCAN 2026.04		24.85	43.67	20.98	37.22	21.64	46.77	32.92	56.44	31.45	43.94	16.71	34.67	29.64	47.56	38.83	50.54	19.48	39.67	23.52	38.67	26	43.92
SAN 2026.04		24.17	42.44	12.48	24.83	26.76	46.28	29.14	50.34	26.86	46.42	19.32	33.71	32.66	46.1	38.93	49.99	22.23	38.2	28.94	43.06	26.15	42.14
ProxyCLIP 2026.04		24.03	43.28	15.85	30.39	29.01	38.59	10.02	14.66	34.7	54.72	30.85	51.11	17.4	26.47	42.89	62.66	21.24	40.95	40.86	57.78	26.68	42.06
SegEarth-OV 2026.04		23.76	41.64	13.09	26.65	23.36	32.34	10.93	15.44	36.97	59.51	29.4	50.29	15.99	25.18	47.69	63.28	17.12	37.36	38.62	58.86	25.69	41.06
EOV-SEG 2026.04		20.52	40.36	11.7	22.65	24.51	40.9	26.3	49.89	27.36	55.5	17.56	33.8	29.27	47.44	37.26	51.72	20.14	39.93	22.28	38.73	23.69	42.09
EOV-SEG 2026.04		20.4	48.17	20.07	34.93	22.63	42.84	36.98	52.95	32.06	53.44	20.59	34.31	27.41	49.65	37.88	49.02	19.84	42.04	27.86	39.96	26.57	44.73
SCAN 2026.04		20.28	41.3	13.26	25.23	25.05	46.2	24.86	49.63	28.21	47.15	18.53	32.94	32.05	41.88	34.85	47.37	20.38	35.16	25.54	38.48	24.3	40.53
SCLIP 2026.04		20.17	41.42	14.54	28.37	19.29	35.74	8.72	9.94	28.2	52.56	23.93	46.46	16.01	24.61	41.09	61.2	16.21	36.77	33.97	55.27	22.21	39.23
ClearCLIP 2026.04		14.8	32.57	13.8	29.86	27.75	38.46	7.25	8.45	19.51	41.37	20.94	35.77	7.69	18.62	22.96	37.85	13.38	28.31	23.18	42.33	17.13	31.36