Semantic Segmentation on Trans10K v2

95.01AccuracyTrans4Trans-M

Evaluation results

Method
Trans4Trans-M2021.08	95.01	75.14	96.08	5,581	71.46	6,925	65.16	63.96	83.84	88.21	80.29	76.33	8,309	68.09
Trans4Trans-S2021.08	94.57	74.15	95.6	5,705	71.18	7,021	63.95	61.25	81.67	87.34	78.52	77.13	8,100	64.88
Trans2Seg2021.08	94.14	72.15	95.35	5,343	67.82	6,420	59.64	60.56	88.52	86.67	75.99	73.98	8,243	57.17
Trans4Trans-T2021.08	93.23	68.63	94.44	4,839	61.89	6,186	61.14	54.83	73.6	83.03	75.2	74.69	7,526	59.19
DeepLabv3+2021.08	92.75	68.87	93.82	5,129	64.65	6,571	55.26	57.19	77.06	81.89	72.64	70.81	7,744	58.63
DANet2021.08	92.7	68.81	93.69	4,769	66.05	7,018	53.01	56.15	77.73	82.89	72.24	72.18	7,787	56.06
TransLab2021.08	92.67	69	93.9	5,436	64.48	6,514	54.58	57.72	79.85	81.61	72.82	69.63	7,750	56.43
PSPNet2021.08	92.47	68.23	93.62	5,033	64.24	7,019	51.51	55.27	79.27	81.93	71.95	68.91	7,713	54.43
OCNet2021.08	92.03	66.31	93.12	4,147	63.54	6,005	54.1	51.01	79.57	81.95	69.4	68.44	7,841	54.65
FCN2021.08	91.65	62.75	93.62	3,884	56.05	5,876	46.91	50.74	82.56	78.71	68.78	57.87	7,366	46.54
DenseASPP2021.08	90.86	63.01	91.39	4,241	60.93	6,475	48.97	51.4	65.72	75.64	67.93	67.03	7,026	49.64
DUNet2021.08	90.67	59.01	93.07	3,420	50.95	5,496	43.19	45.05	79.8	76.07	65.29	54.33	6,857	42.64
HarDNet2021.08	90.19	56.19	92.87	3,462	47.5	4,240	49.78	49.19	62.33	72.93	68.32	58.14	6,533	30.9
HRNet_w182021.08	89.58	54.25	92.47	2,766	45.08	4,053	45.66	45	68.05	73.24	64.86	52.85	6,252	33.02
BiSeNet2021.08	89.13	58.4	90.12	3,954	53.71	5,090	46.95	44.68	64.32	72.86	63.57	61.38	6,788	44.85
DeepLabv3+MBv22021.08	88.39	54.16	89.95	3,179	48.29	4,618	41.39	43.42	61.97	69.48	61.65	54.89	6,347	37.36
FastSCNN2021.08	88.05	51.93	90.64	3,276	41.12	4,728	47.47	44.64	48.99	67.88	63.8	55.08	5,886	24.65
RefineNet2021.08	87.99	58.18	90.63	3,062	53.17	5,595	42.72	46.59	70.85	76.01	62.91	57.05	7,034	41.32
ContextNet2021.08	86.75	46.69	89.86	2,322	34.88	3,234	44.24	42.25	50.36	65.23	60	43.88	5,381	20.17
LEDNet2021.08	86.07	46.4	88.59	2,813	36.72	3,245	43.77	38.55	41.51	64.19	60.05	42.4	5,312	27.29
DFANet2021.08	85.15	42.54	88.49	2,665	27.84	2,894	46.27	39.47	33.06	58.87	59.45	43.22	4,487	13.37
U-Net2021.08	81.9	29.23	86.34	876	15.18	1,902	27.13	24.73	17.26	53.4	47.36	11.97	3,779	1.77
ICNet2021.08	78.23	23.39	83.29	296	4.91	933	19.24	15.35	24.11	44.54	41.49	7.58	2,747	3.8
DABNet2021.08	77.43	15.27	81.19	0	0.09	0	4.1	10.49	0	36.18	42.83	0	830	0
ESPNetv22021.08	73.03	12.27	78.98	0	0	0	0	6.17	0	30.65	37.03	0	0	0
ENet2021.08	71.67	8.5	79.74	0	0	0	0	0	0	0	22.25	0	0	0
FPENet2021.08	70.31	10.14	74.97	1	0	2	2.11	2.83	0	16.84	24.81	0	4	0