notesum.ai

Published at November 10

Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation

cs.CV

cs.AI

Released Date: November 10, 2024

Authors: Xiaowei Yu¹, Zhe Huang², Zao Zhang³

Aff.: ¹Department of Computer Science and Engineering, University of Texas at Arlington; ²Department of Computer Science, Tufts University; ³Yiwu Industrial & Commercial College

Arxiv: http://arxiv.org/abs/2411.07794v1

Method	Ar $\rightarrow$ Cl	Ar $\rightarrow$ Pr	Ar $\rightarrow$ Re	Cl $\rightarrow$ Ar	Cl $\rightarrow$ Pr	Cl $\rightarrow$ Re	Pr $\rightarrow$ Ar	Pr $\rightarrow$ Cl	Pr $\rightarrow$ Re	Re $\rightarrow$ Ar	Re $\rightarrow$ Cl	Re $\rightarrow$ Pr	Avg.
ResNet-50[13]	44.9	66.3	74.3	51.8	61.9	63.6	52.4	39.1	71.2	63.8	45.9	77.2	59.4
MinEnt[12]	51.0	71.9	77.1	61.2	69.1	70.1	59.3	48.7	77.0	70.4	53.0	81.0	65.8
SAFN[42]	52.0	71.7	76.3	64.2	69.9	71.9	63.7	51.4	77.1	70.9	57.1	81.5	67.3
CDAN+E[24]	54.6	74.1	78.1	63.0	72.2	74.1	61.6	52.3	79.1	72.3	57.3	82.8	68.5
DCAN[18]	54.5	75.7	81.2	67.4	74.0	76.3	67.4	52.7	80.6	74.1	59.1	83.5	70.5
BNM [4]	56.7	77.5	81.0	67.3	76.3	77.1	65.3	55.1	82.0	73.6	57.0	84.3	71.1
SHOT[20]	57.1	78.1	81.5	68.0	78.2	78.1	67.4	54.9	82.2	73.3	58.8	84.3	71.8
ATDOC-NA[21]	58.3	78.8	82.3	69.4	78.2	78.2	67.1	56.0	82.7	72.0	58.2	85.5	72.2
ViT[7]	54.7	83.0	87.2	77.3	83.4	85.6	74.4	50.9	87.2	79.6	54.8	88.8	75.5
TVT[44]	74.9	86.8	89.5	82.8	88.0	88.3	79.8	71.9	90.1	85.5	74.6	90.6	83.6
CDTrans[43]	68.8	85.0	86.9	81.5	87.1	87.3	79.6	63.3	88.2	82.0	66.0	90.6	80.5
SSRT [34]	75.2	89.0	91.1	85.1	88.3	90.0	85.0	74.2	91.3	85.7	78.6	91.8	85.4
PMTrans [53]	81.3	92.9	92.8	88.4	93.4	93.2	87.9	80.4	93.0	89.0	80.9	84.8	89.0
FFTAT (ours)	83.2	92.9	95.2	91.1	93.5	95.2	89.7	85.0	94.9	93.0	87.5	95.9	91.4