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Unsupervised Domain Adaptation on Office-31

99.5A->W Accuracy

PMTrans-Swin

Updated 4d 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
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
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-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
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
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
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
DIFO-V 2026.02	95.5	97.2	98.8	97.2	83	83.2	92.5
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
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
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
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
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 2022.03	93.1	98.2	100	89.8	70.1	68	86.6
TAT 2024.12	92.5	99.3	100	93.2	73.1	72.1	88.4
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
BNM 2023.03	91.5	98.5	100	90.3	70.9	71.6	87.1
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
SHOT 2024.12	90.1	98.4	99.9	94	74.7	74.3	88.6
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
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
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
Source 2026.02	76.9	95.5	98.8	79.1	59.9	61.4	78.6
DDC 2024.12	75.6	96	98.2	76.5	62.2	61.5	78.3
RTN 2022.03	70.2	96.6	95.5	66.3	54.9	53.1	72.8
ResNet-50 2023.03	68.9	91.2	98.9	68.4	60.7	62.5	75.1
ResNet 2022.03	68.4	96.7	99.3	68.9	62.5	60.7	76.1
ResNet-50 2023.04	68.4	96.7	99.3	68.9	62.5	60.7	76.1
ResNet 2024.12	68.4	96.7	99.3	68.9	62.5	60.7	76.1
Ours 2024.03	51	76.9	65	64.4	59.4	61.5	63
UCDIR 2024.03	41.8	62.9	56.9	46	50.3	47	50.8
PCS 2024.03	41.5	65.9	56.5	44	47.9	47.3	50.5
CODA 2024.03	40.7	66	57.8	45.1	49.3	47	51
DN2A 2024.03	40	66.7	55	42.5	51.1	46.5	50.3
CDS 2024.03	39.7	68.8	55.8	42.5	45.4	40.7	48.8
DG-UCDIR 2024.03	39.2	64.4	55.2	45	49.7	48.5	50.3
DARLING 2024.03	38.9	65.5	53.6	41.5	49	45.7	49