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Object Classification on VisDA synthetic-to-real 2017

90.2Mean Accuracy

C-DGPA

Updated 4d ago

Evaluation Results

Method	Links
C-DGPA 2025.12		90.2	99.2	94.3	94	77.6	99.2	94.3	94.4	85.6	88.8	95.4	94.8	65.1
PDA 2025.12		89.7	99.2	91.1	91.9	77.1	98.4	93.6	95.1	84.9	87.2	97.3	95.3	65.3
Target-supervised 2020.12		89.6	97	86.6	84.3	88.7	96.3	94.4	92	89.4	95.5	91.8	90.7	68.7
DAPL 2025.12		89.2	98.9	92.6	93.1	77.7	98.6	91.1	94.4	83.5	87.5	95.9	93.7	63.7
CLIP 2025.12		88.9	99.2	92.2	93.5	76.7	98.3	90.4	94.6	83.6	85.4	96.1	94.3	62.7
SSRT-ViT 2023.03		88.8	98.9	87.6	89.1	84.8	98.3	98.7	96.3	81.1	94.8	97.9	94.5	43.1
SSRT-B 2022.04		88.76	98.93	87.6	89.1	84.77	98.34	98.7	96.27	81.08	94.86	97.9	94.5	43.13
CDTrans 2022.04		88.4	97.1	90.5	82.4	77.5	96.6	96.1	93.6	88.6	97.9	86.9	90.3	62.8
CDTrans-Deit 2023.03		88.4	97.1	90.5	82.4	77.5	96.6	96.1	93.6	88.6	97.9	86.9	90.3	62.8
AaD 2022.05		88	97.4	90.5	80.8	76.2	97.3	96.1	89.8	82.9	95.5	93	92	64.7
PMTrans-Swin 2023.03		88	99.4	88.3	88.1	78.9	98.8	98.3	95.8	70.3	94.6	98.3	96.3	48.5
PMTrans-Deit 2023.03		87.7	98.2	92.2	88.1	77	97.4	95.8	94	72.1	97.1	95.2	94.6	51
PMTrans-ViT 2023.03		87.5	98.9	93.7	84.5	73.3	99	98	96.2	67.8	94.2	98.4	96.6	49
SHOT++ 2020.12		87.3	97.7	88.4	90.2	86.3	97.9	98.6	92.9	84.1	97.1	92.2	93.6	28.8
CAN 2020.12		87.2	97	87.2	82.5	74.3	97.8	96.2	90.8	80.7	96.6	96.3	87.5	59.9
FixBi 2023.03		87.2	96.1	87.8	90.5	90.3	96.8	95.3	92.8	88.7	97.2	94.2	90.9	25.7
C-DGPA 2025.12		86.6	98.2	84.5	91.4	72.6	97.5	93.3	94.3	79.3	86.8	86.1	91.1	63.5
NRC 2022.05		85.9	96.8	91.3	82.4	62.4	96.2	95.9	86.1	80.6	94.8	94.1	90.4	59.7
SHOT 2020.12		85.5	95.8	88.2	87.2	73.7	95.2	96.4	87.9	84.5	92.5	89.3	85.7	49.1
G-SFDA 2022.05		85.4	96.1	88.3	85.5	74.1	97.1	95.4	89.5	79.4	95.4	92.9	89.1	42.6
VPT 2025.12		85.4	98.7	78.2	96	72.8	98.8	70.5	98.2	82.5	87.4	93.1	94.3	54.6
Baseline-B 2022.04		85.23	98.55	82.59	85.97	57.07	94.93	97.2	94.58	76.68	92.11	96.54	94.31	52.24
SHOT-IM++ 2020.12		85	96.7	87.6	89.2	71.4	96.3	98.5	91.9	79.9	95.5	86.4	93.5	32.9
A2Net 2022.05		84.3	94	87.8	85.6	66.8	93.7	95.1	85.8	81.2	91.6	88.2	86.5	56
Baseline-B+MI 2022.04		84.08	98.63	90.79	81.83	47.28	96.29	98.36	84.68	70.7	93.3	97.54	94.55	55.03
RWOT 2022.05		84	95.1	80.3	83.7	90	92.4	68	92.5	82.2	87.9	78.4	90.4	68.2
TVT 2022.04		83.92	92.92	85.58	77.51	60.48	93.6	98.17	89.35	76.4	93.56	92.02	91.69	55.73
CoCoOp 2025.12		83.6	99.1	92.4	92	71.7	99.1	73.4	95.8	44.5	90.3	95.6	96	52.8
HCL 2022.05		83.5	93.3	85.4	80.7	68.5	91	88.1	86	78.6	86.6	88.8	80	74.7
MaPLe 2025.12		83.2	98.4	83.4	88.8	67.8	98.8	75.2	95.7	77.7	81.7	95.4	95.6	40.4
TVT 2023.03		83.1	82.9	85.6	77.5	60.5	93.6	98.2	89.4	76.4	93.6	92	91.7	55.7
SHOT 2022.04		82.9	94.3	88.5	80.1	57.3	93.1	94.9	80.7	80.3	91.5	89.1	86.3	58.2
SHOT 2022.05		82.9	94.3	88.5	80.1	57.3	93.1	94.9	80.7	80.3	91.5	89.1	86.3	58.2
SHOT 2025.12		82.9	94.3	88.5	80.1	57.3	93.1	94.9	80.7	80.3	91.5	89.1	86.3	58.2
STAR 2020.12		82.7	95	84	84.6	73	91.6	91.8	85.9	78.4	94.4	84.7	87	42.2
STAR 2022.05		82.7	95	84	84.6	73	91.6	91.8	85.9	78.4	94.4	84.7	87	42.2
GVB† + Our PCL 2021.11		82.5	-	-	-	-	-	-	-	-	-	-	-	-
SDAT 2025.12		82.1	94.8	77.1	82.8	60.9	92.3	95.2	91.7	79.9	89.9	91.2	88.5	41.2
CoOp 2025.12		82	98.7	88.8	87.2	69.7	99	71.5	96.3	53.9	91.5	96.3	95.8	35.7
3C-GAN 2022.05		81.6	94.8	73.4	68.8	74.8	93.1	95.4	88.6	84.7	89.1	84.7	83.5	48.1
DTA 2020.12		81.5	93.7	82.2	85.6	83.8	93	81	90.7	82.1	95.1	78.1	86.4	32.1
IVLP 2025.12		80.9	98.2	71.2	82.6	79.9	97.3	68.3	98.2	59	90.5	93.4	95.7	36.6
GVB* + Our PCL 2021.11		80.8	-	-	-	-	-	-	-	-	-	-	-	-
CST 2021.11		80.6	-	-	-	-	-	-	-	-	-	-	-	-
SHOT-IM 2020.12		80.4	93.7	86.4	78.7	50.6	91	93.6	79	78.3	89.3	85.4	88	51.1
GVB† 2021.11		80.4	-	-	-	-	-	-	-	-	-	-	-	-
DSBN+MSTN 2020.12		80.2	94.7	86.7	76	72	95.2	75.1	87.9	81.3	91.1	68.9	88.3	45.5
MCC 2022.05		78.8	88.7	80.3	80.5	71.5	90.1	93.2	85	71.6	89.4	73.8	85	36.9
MCC 2025.12		78.8	88.1	80.3	80.5	71.5	90.1	93.2	85	71.6	89.4	73.8	85	36.9
DFA-MCD 2020.06		78.5	91.2	77.4	80.5	63.3	87.1	85.4	86.4	79.5	90.3	79.7	89.2	31.6
Swin-based 2023.03		76.8	99.3	63.4	85.9	68.9	95.1	79.6	97.1	29	81.4	94.2	97.7	29.6
SENTRY 2021.11		76.7	-	-	-	-	-	-	-	-	-	-	-	-
SWD 2020.12		76.4	90.8	82.5	81.7	70.5	91.7	69.5	86.3	77.5	87.4	63.6	85.6	29.2
SWD 2022.04		76.4	90.8	82.5	81.7	70.5	91.7	69.5	86.3	77.5	87.4	63.6	85.6	29.2
SWD 2023.03		76.4	90.8	82.5	81.7	70.5	91.7	69.5	86.3	77.5	87.4	63.6	85.6	29.2
SAFN 2020.12		76.1	93.6	61.3	84.1	70.6	94.1	79	91.8	79.6	89.9	55.6	89	24.4
SAFN 2022.04		76.1	93.6	61.3	84.1	70.6	94.1	79	91.8	79.6	89.9	55.6	89	24.4
CDAN+BSP 2020.12		75.9	92.4	61	81	57.5	89	80.6	90.1	77	84.2	77.9	82.1	38.4
CDAN+BSP 2022.05		75.9	92.4	61	81	57.5	89	80.6	90.1	77	84.2	77.9	82.1	38.4
HDA+ToAlign 2021.06		75.5	-	-	-	-	-	-	-	-	-	-	-	-
DFA-SAFN 2020.06		75.3	93.1	58.4	85.8	69.9	89.8	96.1	90.3	77.5	87.4	48.9	85.1	21.1
GVB 2021.06		75.3	-	-	-	-	-	-	-	-	-	-	-	-
GVB* 2021.11		75	-	-	-	-	-	-	-	-	-	-	-	-
MCD 2020.06		74.6	90.3	62.6	84.8	71.7	85.9	72.9	93.7	71.9	86.8	79.1	81.6	14.3
MDD 2021.06		74.6	-	-	-	-	-	-	-	-	-	-	-	-
HDA 2021.06		74.6	-	-	-	-	-	-	-	-	-	-	-	-
CDAN 2022.04		73.9	85.2	66.9	83	50.8	84.2	74.9	88.1	74.5	83.4	76	81.9	38
ADR 2020.12		73.5	94.2	48.5	84	72.9	90.1	74.2	92.6	72.5	80.8	61.8	82.2	28.8
DFA-ENT 2020.06		73.3	88.3	55.1	81	72.9	91.4	94.4	91.1	75.1	80.6	45.7	88.2	15.8
Deit-based 2023.03		73.2	98.2	73	82.5	62	97.3	63.5	96.5	29.8	68.7	86.7	96.7	23.6
ViT-B 2022.04		72.6	99.09	60.66	70.55	82.66	96.5	73.06	97.14	19.73	64.48	94.74	97.21	15.36
ViT-based 2023.03		72.6	99.1	60.7	70.1	82.7	96.5	73.1	97.1	19.7	64.5	94.7	97.2	15.4
MCD 2023.03		71.9	87	60.9	83.7	64	88.9	79.6	84.7	76.9	88.6	40.3	83	25.8
MCD 2025.12		71.9	87	60.9	83.7	64	88.9	79.6	84.7	76.9	88.6	40.3	83	25.8
BNM 2023.03		70.4	89.6	61.5	76.9	55	89.3	69.1	81.3	65.5	90	47.3	89.1	30.1
CDAN 2021.06		70	-	-	-	-	-	-	-	-	-	-	-	-
SAFN 2020.06		69.1	90.5	55.9	80.3	64.6	88.8	31.8	92.7	70.4	93.2	49.6	87.7	23.2
Source-model-only++ 2020.12		61.6	73	12.9	76.1	90.3	93.7	1.5	94.9	40.9	84.6	75.1	91.2	4.9
DAN 2020.12		61.1	87.1	63	76.5	42	90.3	42.9	85.9	53.1	49.7	36.3	85.8	20.7
DANN 2021.06		57.4	-	-	-	-	-	-	-	-	-	-	-	-
DANN 2020.12		57.4	81.9	77.7	82.8	44.3	81.2	29.5	65.1	28.6	51.9	54.6	82.8	7.8
DANN 2022.04		57.4	81.9	77.7	82.8	44.3	81.2	29.5	65.1	28.6	51.9	54.6	82.8	7.8
DANN 2025.12		57.4	81.9	77.7	82.8	44.3	81.2	29.5	65.1	28.6	51.9	54.6	82.8	7.8
Source-Only 2021.06		55.3	-	-	-	-	-	-	-	-	-	-	-	-
ResNet-101 2020.12		52.4	55.1	53.3	61.9	59.1	80.6	17.9	79.7	31.2	81	26.5	73.5	8.5
ResNet-101 2022.04		52.4	55.1	53.3	61.9	59.1	80.6	17.9	79.7	31.2	81	26.5	73.5	8.5
ResNet-101 2022.05		52.4	55.1	53.3	61.9	59.1	80.6	17.9	79.7	31.2	81	26.5	73.5	8.5
ResNet-50 2023.03		52.4	55.1	53.3	61.9	59.1	80.6	17.9	79.7	31.2	81	26.5	73.5	8.5
ERM 2025.12		52.4	55.1	53.3	61.9	59.1	80.6	17.9	79.7	31.2	81	26.5	73.5	8.5
Source-model-only 2020.12		48	64.1	24.9	53	66.5	67.9	9.1	84.5	21.1	62.8	29.8	83.5	9.3
ResNet-50 2020.06		40.4	60.2	10.3	54.7	54.5	42.9	2.1	78.9	4.5	45.5	29.5	89	12.4