Referring Remote Sensing Image Segmentation on RefSegRS (test) benchmark leaderboard · SOTA2 Research

Referring Remote Sensing Image Segmentation on RefSegRS (test)

88.51Pr@0.5S4ECA-L

Evaluation Results

Method	Links
S4ECA-L2026.06		88.51	—	72.9	—	25.12	82.35	77.64
RSRefSeg22026.06		88.22	—	73.97	—	34.4	81.24	77.39
S4ECA-B2026.06		85.27	—	69.83	—	20.79	80.59	75.1
RS2-SAM22026.06		84.31	—	70.89	—	21.19	80.87	73.9
HTVG2026.06		83.6	—	63.02	—	7.26	80.12	68.81
ICIPNet2026.05		82.39	73.77	57.47	22.84	4.64	76.55	66.08
RSRefSeg2026.06		81.14	—	65.77	—	16.06	79.69	68.71
DETRIS2026.06		79.79	—	61.89	—	17.34	77.31	68.14
RemoteSAM2026.05		79.2	67.2	43.53	17.45	3.14	74.77	62.9
MAFN2026.05		78.32	67.42	42.93	16.73	3.03	74.26	62.36
FIANet2026.05		78.22	68.17	40.22	18.98	3.08	74.94	62.89
SBANet2026.06		77.02	—	44.15	—	8.97	79.86	62.73
FIANet2026.06		76.73	—	42.85	—	8.41	78.04	61.77
CroBIM-U2026.01		76.68	62.54	34.81	13.5	326	73.81	60.08
CroBIM-U2026.06		76.68	—	34.81	—	3.26	73.81	60.08
DANet2026.06		76.61	—	42.72	—	8.04	79.53	62.14
CroBIM2026.01		75.89	61.42	34.07	12.99	275	72.33	59.77
RMSIN2026.05		75.45	63.73	38.14	14.14	2.97	74.64	60.23
LGCE2026.06		73.75	—	39.46	—	5.45	76.81	59.96
RMSIN2026.06		72.26	—	39.37	—	5.38	76.29	59.63
CARIS2026.06		71.82	—	33.67	—	5.03	76.62	58.3
LAVT2026.06		71.44	—	32.14	—	4.51	76.46	57.74
CroBIM2026.01		64.83	44.41	17.28	9.69	220	72.3	52.69
RIS-DMMI2026.01		63.89	44.3	19.81	6.49	100	68.58	52.15
BarLeRIa2026.06		62.5	—	30.41	—	3.71	70.45	55.02
Aurora2026.06		59.96	—	27.5	—	2.31	72.25	53.59
LAVT2026.01		51.84	30.27	17.34	9.52	209	71.86	47.4
CMPC+2026.06		51.27	—	29.54	—	3.27	68.23	54.21
robust-ref-seg2026.01		50.25	28.01	17.83	9.19	248	71.13	47.12
LGCE2026.01		50.19	28.62	17.17	9.36	215	71.59	46.57
CARIS2026.01		45.4	27.19	15.08	7.87	198	69.74	42.66
ETRIS2026.06		45.11	—	24.22	—	1.02	68.71	45.87
RMSIN2026.01		42.32	25.87	14.2	6.77	127	68.31	42.63
CrossVLT2026.01		41.94	25.43	15.19	3.71	176	69.73	42.81
BKINet2026.01		36.12	20.62	15.22	6.26	133	63.37	40.41
ETRIS2026.01		35.77	23	13.98	6.44	110	65.96	43.11
CRIS2026.01		35.77	24.11	14.36	6.38	121	65.87	43.26
LSCM2026.01		31.54	20.41	9.51	5.29	84	61.27	35.54
RRN2026.06		31.21	—	15.3	—	1.1	66.12	43.34
RRN2026.01		30.26	23.01	14.87	7.17	98	65.06	41.88
MAttNet2026.01		28.79	22.51	11.32	3.62	79	64.28	33.42
CMSA2026.06		28.07	—	12.71	—	0.83	64.53	41.47
CMPC2026.06		26.57	—	11.26	—	0.88	61.25	33.57
CMSA2026.01		26.14	18.52	10.66	4.71	69	62.11	38.72
BRINet2026.01		20.72	14.26	9.87	2.98	114	58.22	31.51