Semantic Segmentation on LQDS (test) benchmark leaderboard · SOTA2 Research

Semantic Segmentation on LQDS (test)

75.68IoU (Water)LQDM

Evaluation Results

Method	Links
LQDM2026.01		75.68	35.97	56.41	44	79.63	74.55	16.09	78.63	55.04	59.36	68.5	63.23	78.93	43.87	59.28
EoMT2026.01		72.25	18.77	44.65	34.69	74.22	68.91	21.52	77.4	53.98	29.84	44.44	60.86	53.71	46.45	50.12
ANN2026.01		59.4	14.92	44.85	33.79	53.83	59.1	14.37	63.86	43.63	19.13	39.26	46.13	63.97	33.44	42.12
Segformer2026.01		54.94	19.09	48.34	42.11	62.95	65.19	9.83	74.24	35.22	24.88	46.29	52.77	64.56	36.2	45.47
Segmenter2026.01		54.14	16.36	48.22	44.92	42.91	63.55	15.94	62.93	37.9	24.66	50.94	50.5	51.51	37.25	42.98
APCNet2026.01		54.06	20.66	50.98	40.94	52.01	63.7	16.57	65.11	39.38	13.48	62.98	32.91	66.84	34.83	43.89
DeepLabV3+2026.01		53.39	16.25	50.77	34.62	48.93	61.22	12.91	68.33	45.7	24.43	48.78	46.9	65.78	39.16	44.08
PSPNet2026.01		50.54	21.12	48.47	43.37	56.45	59.89	13.88	61.38	44.69	13.21	50.87	44.91	60.42	42.51	43.69
Mask2Former2026.01		49.36	15.18	50.02	39.24	45.77	60.67	8.93	65.81	30.35	22.03	60.86	51.64	70.81	46.66	44.1
CCNet2026.01		48.67	15.35	49.74	47.06	56.85	62.53	21.71	66.07	45.92	25.56	47.42	46.04	59.94	35.21	44.86
FCN2026.01		44.1	16.46	48.63	45.42	52.38	61.45	13.65	62.88	42.07	23.3	52.31	40.27	62.68	37.11	43.05
Maskformer2026.01		43.24	18.11	50.16	45.1	60.61	62.22	16.99	70.87	42.47	18.38	59.66	48.75	56.58	37.52	45.05
Swin2026.01		40.76	15.21	51.54	43.47	56.34	66.13	12.78	76.11	39.67	31.37	67.19	46.67	60.15	34.73	45.87
TransLab2026.01		35.94	11.63	42.73	2.84	15.5	40.52	0.12	49.13	25.78	0	38.63	28.08	21.52	4.2	22.62
GCNet2026.01		28.8	13.11	33.88	39.78	11.63	47.11	10.26	46.49	16.53	0	23.53	33.35	15.73	32.37	25.18
KNet2026.01		21.01	10.87	28.94	8.45	13.09	39.97	2.93	56.42	15.8	0.74	1.08	20.04	17.54	23.27	18.58