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Unsupervised Domain Adaptation on Office-31

99.5A->W Accuracy

PMTrans-Swin

Updated 1mo ago

Evaluation Results

Method
PMTrans-Swin 2023.03	99.5	99.4	100	99.8	86.7	86.5	95.3
PMTrans-Swin 2024.02	99.5	99.4	100	99.8	86.7	86.5	95.3
PMTrans-B 2024.12	99.5	99.4	100	99.8	86.7	86.5	95.3
BCAT-B 2024.12	99.2	99.5	100	99.6	85.7	86.1	95
PMTrans-ViT 2023.03	99.1	99.6	100	99.4	85.7	86.3	95
PMTrans-ViT 2024.02	99.1	99.6	100	99.4	85.7	86.3	95
TransAdapter-B 2024.12	99.1	98.9	100	99.9	88.3	87.2	95.5
PMTrans-Deit 2023.03	99	99.4	100	96.5	81.4	82.1	93.1
f-DD (Ours-Swin) 2024.02	98.7	99.2	100	99.2	86.1	85.6	94.8
ELS+VT-DUDA 2026.06	98.36	95.97	100	99.46	78.11	80.34	92.04
FPS 2025.08	98.3	-	-	98.8	85.1	85.3	91.9
f-DD (Ours-ViT) 2024.02	98	99.2	100	98.6	83.5	83.9	93.9
PADCLIP-B 2024.12	97.9	99.2	100	98.5	84.6	85.3	94.3
SSRT-VIT 2023.03	97.7	99.2	100	98.6	83.5	82.2	93.5
SSRT-VIT 2024.02	97.7	99.2	100	98.6	83.5	82.2	93.5
SSRT-B 2024.12	97.7	99.2	100	98.6	83.5	82.2	93.5
SSRT 2025.08	97.7	-	-	98.6	83.5	82.2	90.5
Swin-based 2023.03	97	99.2	100	95.8	82.4	81.8	92.7
Swin-based (source-only) 2024.02	97	99.2	100	95.8	82.4	81.8	92.7
CDTrans* 2025.08	97	-	-	96.7	81.1	81.9	89.2
ELS+DCDM 2026.06	96.9	98.91	100	97.46	79.79	77.74	91.8
CDTrans-Deit 2023.03	96.7	99	100	97	81.1	81.9	92.6
CDTrans-B 2024.12	96.7	99.9	100	97	81.1	81.9	92.6
FPS 2025.08	96.6	-	-	95.1	78.4	77.4	86.4
TVT 2023.03	96.4	99.4	100	96.4	84.9	86	93.9
TVT-B 2024.12	96.4	99.4	100	96.4	84.9	86.1	93.9
ProDe-V 2026.02	96.4	96.9	99.8	96.6	83.1	82.9	92.6
TVT 2025.08	96.4	-	-	96.4	84.9	86	90.9
MCC+VT-DUDA 2026.06	96.4	98.98	100	98.34	77.33	78.13	91.53
GLOT-DR 2022.03	96.2	98.9	100	90.6	69.9	69.6	87.8
FixBi 2023.03	96.1	99.3	100	95	78.7	79.4	91.4
CDCL 2025.08	96	-	-	96	77.2	75.5	86.2
SRDC 2023.04	95.7	99.2	100	95.8	76.7	77.1	90.8
CHATTY + MCC 2023.04	95.7	98.6	100	95	74.7	75.3	89.9
CGA 2026.02	95.7	98.5	100	97.4	82.5	82	92.7
ALDA 2024.12	95.6	97.7	100	94	72.2	72.5	88.7
MCC+DCDM 2026.06	95.51	98.58	99.93	95.31	78.26	78.43	91.01
DIFO-V 2026.02	95.5	97.2	98.8	97.2	83	83.2	92.5
MEDM 2025.08	95.5	-	-	92.8	77.2	78.5	86
MSGD 2026.06	95.5	99.2	100	95.6	77.3	77	90.8
CoWA 2026.02	95.2	98.5	99.8	94.4	76.2	77.6	90.3
GVB-GD 2023.04	94.8	98.7	100	95	73.4	73.7	89.3
MCC+Terra 2026.06	94.55	99.03	100	96.46	78.64	79.37	91.34
MDD 2023.04	94.5	98.4	100	93.5	74.6	72.2	88.9
CHATTY 2023.04	94.5	99.3	100	91.1	73.7	71.7	88.4
MDD 2023.03	94.5	98.4	100	93.5	74.6	72.2	88.9
TPDS 2026.02	94.5	98.7	99.8	97.1	75.7	75.5	90.2
SIDA 2025.08	94.5	-	-	95.7	76.6	76.2	85.8
CAN 2025.08	94.5	-	-	95	78	77	86.1
SCDA 2023.03	94.2	98.7	99.8	95.2	75.7	76.2	90
CDAN 2023.04	94.1	98.6	100	92.9	71	69.3	87.7
MCC 2026.06	94.09	98.32	99.67	94.25	75.89	75.46	89.61
ELS+Terra 2026.06	94.09	99.21	100	96.25	78.67	79.45	91.28
SHOT 2025.08	94	-	-	90.1	74.7	74.3	83.3
ELS 2026.06	93.84	98.78	100	95.78	77.72	75.13	90.21
MDD 2026.06	93.55	98.66	100	93.92	75.29	73.95	89.23
CDTrans-S 2024.12	93.5	98.2	99.6	94.6	78.4	78	90.4
f-DAL 2023.04	93.4	99	100	94.8	73.6	74.6	89.2
CDAN 2026.06	93.33	100	100	93.06	71.1	71.45	88.16
TransAdapter-S 2024.12	93.3	89.7	100	93.8	87.1	84	90.2
ELR 2026.02	93.3	98	100	93.8	76.2	76.9	89.6
CDAN 2026.06	93.23	98.4	100	92.81	70.89	71.15	87.75
CDAN 2022.03	93.1	98.2	100	89.8	70.1	68	86.6
CDAN 2026.06	93.1	98.6	100	92.9	71	69.3	87.5
CDAN 2025.08	92.9	-	-	94.1	69.3	71	81.8
TAT 2024.12	92.5	99.3	100	93.2	73.1	72.1	88.4
CDAN 2026.06	92.42	98.62	100	91.44	74.61	72.8	88.32
ETD 2022.03	92.1	100	100	88	71	67.8	86.2
PDA-B 2024.12	92.1	98.1	99.8	91.2	83.5	82.5	91.2
AaD 2026.02	92.1	99.1	100	96.4	75	76.5	89.9
AFN 2026.06	91.82	98.77	100	95.12	72.43	70.71	88.14
BNM 2023.03	91.5	98.5	100	90.3	70.9	71.6	87.1
SDAT 2026.06	91.32	98.83	100	95.25	76.97	73.19	89.26
ViT-based 2023.03	91.2	99.2	100	90.4	81.1	80.6	91.1
ViT-based (source-only) 2024.02	91.2	99.2	100	90.4	81.1	80.6	91.1
SHOT 2026.02	91.1	98.2	100	93.7	74.2	74.6	88.6
SHOT 2023.04	90.9	98.8	99.9	93.1	74.5	74.8	88.7
NRC 2026.02	90.8	99	100	96	75.3	75	89.4
DeiT-B 2024.12	90.4	98.2	100	90.8	76.8	76.4	88.8
source 2025.08	90.4	-	-	90.8	76.8	76.4	83.6
SHOT 2024.12	90.1	98.4	99.9	94	74.7	74.3	88.6
DANN 2026.06	89.85	97.95	99.9	83.26	73.28	73.75	86.33
GTA 2022.03	89.5	97.9	99.8	87.7	72.8	71.4	86.5
Deit-based 2023.03	89.2	100	98.9	88.7	80.1	79.8	89.5
Swin-B 2024.12	89.2	94.1	100	93.1	80.9	81.3	89.8
ViT-B 2024.12	89.2	98.9	100	88.8	80.1	79.8	89.5
CDAN 2026.06	88.95	95.3	97	87.59	65.37	67.95	83.69
DeepJDOT 2022.03	88.9	98.5	99.6	88.2	72.1	70.1	86.2
PLUE 2026.02	88.4	97.1	97.9	89.2	72.8	69.6	85.8
DeiT-S 2024.12	86.9	97.7	99.6	87.6	74.9	73.5	86.7
CDAN 2026.06	85.95	98.6	100	84.59	65	61.34	82.58
Swin-S 2024.12	85.2	89.7	95.3	87.6	79.1	78.8	86.1
DANN 2022.03	84.5	96.8	99.4	77.5	66.2	64.8	81.6
AdaCon 2026.02	83.1	91.3	72.8	87.7	73.7	77.6	81
JAN 2022.03	82	96.9	99.1	79.7	68.2	67.4	82.2
DANN 2023.04	82	96.9	99.1	79.7	68.2	67.4	82.2
RevGrad 2024.12	82	96.9	99.1	79.7	68.2	67.4	82.2
DAN 2022.03	80.5	97.1	99.6	78.6	63.6	62.8	80.4
DAN 2024.12	80.5	97.1	99.6	78.6	63.6	62.8	80.4
ERM 2026.06	77.07	96.6	99.2	81.08	64.11	64.01	80.35

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