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

Semantic Segmentation on LQDS (test) using mPA

71.61mPALQDM

Evaluation Results

Method	Links
LQDM2026.01		71.61	83.18	44.58	72.98	56.11	88.43	86.34	17.08	92.05	67.66	80.94	75.06	83.42	91.69	62.99
EoMT2026.01		65.79	82.09	21.6	59.61	51.84	85.23	89.06	24.5	87.79	78.37	39.08	76.02	83.13	87.83	54.85
Segformer2026.01		57.02	62.64	21.59	62.27	55.97	73.56	82.76	10.87	88.52	53.41	26.5	64.14	76.65	76.89	42.45
Swin2026.01		56.3	45.47	17.17	64.99	54.05	69.95	80.2	15.72	87.12	53.99	37.72	70.2	74.66	80.65	36.25
CCNet2026.01		56.12	54.44	17.5	66.49	56.92	70.36	79.69	25.44	79.56	56.01	30.25	56.63	73.15	80.98	38.29
Maskformer2026.01		55.94	50.08	20.76	66.41	55.9	68.37	77.26	21.48	79.73	62.34	28.08	63.45	81	65.73	42.54
PSPNet2026.01		55.17	56.24	23.48	70.05	53.94	64.94	80.33	18.48	72.46	53.34	22.78	63.35	70.31	76.74	45.89
DeepLabV3+2026.01		55.11	60.47	18.29	69.9	42.74	61.55	76.99	16.53	84.59	55.14	27.49	59.69	72.88	81.8	43.5
APCNet2026.01		54.91	64.42	22.86	67.71	50.32	66.26	84.64	18.07	76.02	50.17	23.33	66.68	54.04	81.86	42.38
Mask2Former2026.01		54.35	59.15	16.83	66.87	53.02	48.98	72.17	12.67	72.03	45.9	28.49	75.97	80.31	78.87	49.68
FCN2026.01		53.48	52.32	18.65	68.61	54.6	61.91	81.75	17.86	73.67	52.03	26.94	56.57	60.79	80.21	42.75
Segmenter2026.01		53.44	61.85	17.86	62.49	57.53	52.64	81.92	17.06	71.18	52.16	27.99	57.29	76.04	72.4	39.73
ANN2026.01		53.27	65.84	16.71	63.07	43.74	66.59	79.67	16.74	76.77	53.66	22.25	51.59	71.48	77.98	39.75
Knet2026.01		45.95	34.47	26.58	50	26.91	64.68	57.68	15.06	71.62	52.33	23.49	22.17	65.6	82.77	49.94
GCNet2026.01		45.79	31.14	15.09	49.85	50.31	88.45	71.11	19.72	74.89	34.57	0	48.8	55.56	57.59	43.98
TransLab2026.01		38.25	—	—	—	—	—	—	—	—	—	—	—	—	—	—