Semantic Segmentation on Cityscapes (val) (mIoU, mIoUtail, Class IoU)

96.9IoU (road)SePiCo (DistCL)

Evaluation Results

Method
SePiCo (DistCL)2022.04	96.9	70.3	—	76.7	89.7	55.5	49.5	53.2	60	64.5	90.2	50.3	90.8	74.5	44.2	93.3	77	79.5	63.6	61	65.3
SePiCo (BankCL)2022.04	96.3	68.7	—	73.6	89.6	53.7	47.8	53.8	60.8	60	89.9	48.8	91.5	74.6	45.1	93.1	74.8	73.8	51.5	60.3	65.3
SePiCo (ProtoCL)2022.04	96.1	68.5	—	72.9	89.7	54.4	48.8	53.5	60.4	65.3	90	48.4	91.6	75.2	47.1	93.3	74.4	74.6	41.2	58.8	65.9
DAFormer2022.04	95.7	68.3	—	70.2	89.4	53.5	48.1	49.6	55.8	59.4	89.9	47.9	92.5	72.2	44.7	92.3	74.5	78.2	65.1	55.9	61.8
TransDA-B2022.04	94.7	63.9	—	64.2	89.2	48.1	45.8	50.1	60.2	40.8	90.4	50.2	93.7	76.7	47.6	92.5	56.8	60.1	47.6	49.6	55.4
CCM2021.11	93.5	49.9	34.3	57.6	84.6	39.3	24.1	25.2	35	17.3	85	40.6	86.5	58.7	28.7	85.8	49	56.4	5.4	31.9	43.2
FADA2021.11	92.5	49.2	33.9	47.5	85.1	37.6	32.8	33.4	33.8	18.4	85.3	37.7	83.5	63.2	39.7	87.5	32.9	47.8	1.6	34.9	39.5
FDA2021.11	92.5	50.5	35.1	53.3	82.4	26.5	27.6	36.4	40.6	38.9	82.3	39.8	78	62.6	34.4	84.9	34.1	53.1	16.9	27.7	46.4
CrCDA2021.11	92.4	48.5	32.9	55.3	82.3	31.2	29.1	32.5	33.2	35.6	83.5	34.8	84.2	58.9	32.2	84.7	40.6	46.1	2.1	31.1	32.7
FADA2021.11	92.3	43.8	24.6	51.1	83.7	33.1	29.1	28.5	28	21	82.6	32.6	85.3	55.2	28.8	83.5	24.4	37.4	0	21.1	15.2
CBST2021.11	91.8	45.9	28.4	53.5	80.5	32.7	21	34	28.9	20.4	83.9	34.2	80.9	53.1	24	82.7	30.3	35.9	16	25.9	42.8
WeakSegDA2021.11	91.6	48.2	31.7	47.4	84	30.4	28.3	31.4	37.4	35.4	83.9	38.3	83.9	61.2	28.2	83.7	28.8	41.3	8.8	24.7	46.4
PixelMatch2021.11	91.6	50.3	34.6	51.2	84.7	37.3	29.1	24.6	31.3	37.2	86.5	44.3	85.3	62.8	22.6	87.6	38.9	52.3	0.7	37.2	50
SPCL2021.11	91.3	44.8	26	44.9	84	31.9	27.3	35.4	36.3	15.7	83.6	34.7	82.1	58.2	28.9	85.7	29	38.2	0	24.7	19.5
CRST2021.11	91	47.1	29.5	55.4	80	33.7	21.4	37.3	32.9	24.5	85	34.1	80.8	57.7	24.6	84.1	27.8	30.1	26.9	26	42.3
BDL2021.11	91	48.2	31.6	44.7	84.2	34.6	27.6	30.2	36	36	85	43.6	83	58.6	31.6	83.3	35.3	49.7	3.3	28.8	35.6
LDR2021.11	90.8	49.5	32.4	41.4	84.7	35.1	27.5	31.2	38	32.8	85.6	42.1	84.9	59.6	34.4	85	42.8	52.7	3.4	30.9	38.1
IntraDA2021.11	90.6	46.3	29.1	37.1	82.6	30.1	19.1	29.5	31.5	48.3	85.7	40.5	79.7	58.7	31.1	86.3	—	—	0	30.2	35.8
SIM2021.11	90.6	48.6	31.7	44.7	84.8	34.3	28.7	31.6	35	37.6	84.7	43.3	85.3	57	31.5	83.8	42.6	48.5	1.9	30.4	39
PyCDA2021.11	90.5	47.4	31	36.3	84.4	32.4	28.7	34.6	36.4	31.5	86.8	37.9	78.5	62.3	21.5	85.6	27.9	34.8	18	22.9	49.3
CBST2021.11	90.4	36.1	15.7	50.8	72	18.3	9.5	27.2	28.6	14.1	82.4	25.1	70.8	42.6	14.5	76.9	5.9	12.5	1.2	14	28.6
CAG-UDA2021.11	90.4	50.2	34.2	51.6	83.8	34.2	27.8	38.4	25.3	48.4	85.4	38.2	78.1	58.6	34.6	84.7	21.9	42.7	41.1	29.3	37.2
SSF-DAN2021.11	90.3	45.4	28.7	38.9	81.7	24.8	22.9	30.5	37	21.2	84.8	38.8	76.9	58.8	30.7	85.7	30.6	38.1	5.9	28.3	36.9
SPCL2021.11	90.3	52.1	36.7	50.3	85.7	45.3	28.4	36.8	42.2	22.3	85.1	43.6	87.2	62.8	39	87.8	41.3	53.9	17.7	35.9	33.8
Advent2021.11	89.9	43.8	26.6	36.5	81.6	29.2	25.2	28.5	32.3	22.4	83.9	34	77.1	57.4	27.9	83.7	29.4	39.1	1.5	28.4	23.3
APODA2021.11	88.4	38	16.7	34.2	77.6	23.7	18.3	24.8	24.9	12.4	80.7	30.4	68.6	48.9	17.9	80.8	27	27.2	6.2	19.1	10.2
CLAN2021.11	88	36.6	17.4	30.6	79.2	23.4	20.5	26.1	23	14.8	81.6	34.5	72	45.8	7.9	80.5	26.6	29.9	0	10.7	0
AdaptSegNet2021.11	87.3	35	15.3	29.8	78.6	21.1	18.2	22.5	21.5	11	79.7	29.6	71.3	46.8	6.5	80.1	23	26.9	0	10.6	0.3
CLAN2021.11	87	43.2	27.8	27.1	79.6	27.3	23.3	28.3	35.5	24.2	83.6	27.4	74.2	58.6	28	76.2	33.1	36.7	6.7	31.9	31.4
Advent2021.11	86.9	36.1	17.7	28.7	78.7	28.5	25.2	17.1	20.3	10.9	80	26.4	70.2	47.1	8.4	81.5	26	17.2	18.9	11.7	1.6
CrCDA2021.11	86.8	39.1	20.3	37.5	80.4	30.7	18.1	26.8	25.3	15.1	81.5	30.9	72.1	52.8	19	82.1	25.4	29.2	10.1	15.8	3.7
AdaptSegNet2021.11	86.5	42.4	26.1	36	79.9	23.4	23.3	23.9	35.2	14.8	83.4	33.3	75.6	58.5	27.6	73.7	32.5	35.4	3.9	30.1	28.1
APODA2021.11	85.6	45.9	31.1	32.8	79	29.5	25.5	26.8	34.6	19.9	83.7	40.6	77.9	59.2	28.3	84.6	34.6	49.2	8	32.6	39.6
PLCA2021.11	84	47.7	32.7	30.4	82.4	35.3	24.8	32.2	36.8	24.5	85.5	37.2	78.6	66.9	32.8	85.5	40.4	48	8.8	29.8	41.8
SegF. MiT-B52022.04	77.1	44.5	—	15.2	83.8	30.8	32	27.9	41.5	18.5	86.5	42.5	86.8	62.6	22.2	87	42.7	36.8	6.1	33.5	12.5
Source Only2021.11	65	36.8	21.7	16.1	68.7	18.6	16.8	21.3	31.4	11.2	83	22	78	54.4	33.8	73.9	12.7	30.7	13.7	28.1	19.7
Swin-B ViT2022.04	63.3	44.6	—	28.6	68.3	16.8	23.4	37.8	51	34.3	83.8	42.1	85.7	68.5	25.4	83.5	36.3	17.7	2.9	36.1	42.3