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Unsupervised Domain Adaptation On Office Home

Metrics

Accuracy

Results

Performance results of various models on this benchmark

Model Name	Accuracy	Paper Title	Repository
AlexNet [cite:NIPS12CNN]	54.9	ImageNet Classification with Deep Convolutional Neural Networks	-
PDA (CLIP, ResNet-50)	75.3	Prompt-based Distribution Alignment for Unsupervised Domain Adaptation	-
PDA (CLIP, ViT-B/16)	85.7	Prompt-based Distribution Alignment for Unsupervised Domain Adaptation	-
ResNet-50 [cite:CVPR16DRL]	59.9	Deep Residual Learning for Image Recognition	-
DisClusterDA	-	Unsupervised Domain Adaptation via Distilled Discriminative Clustering	-
TransAdapter-B	89.4	TransAdapter: Vision Transformer for Feature-Centric Unsupervised Domain Adaptation	-
FFTAT	91.4	Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation	-
PMTrans	89.0	Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective	-
DANN [cite:JMLR16RevGrad]	76.8	Domain-Adversarial Training of Neural Networks	-
DAN [cite:ICML15DAN]	74.3	Learning Transferable Features with Deep Adaptation Networks	-
EUDA	84.9	EUDA: An Efficient Unsupervised Domain Adaptation via Self-Supervised Vision Transformer	-
JAN [cite:ICML17JAN]	76.8	Deep Transfer Learning with Joint Adaptation Networks	-
SAMB	86.20	Semantic-aware Message Broadcasting for Efficient Unsupervised Domain Adaptation	-
ECB (CNN)	81.2	Learning CNN on ViT: A Hybrid Model to Explicitly Class-specific Boundaries for Domain Adaptation	-
CHATTY+MCC	73	CHATTY: Coupled Holistic Adversarial Transport Terms with Yield for Unsupervised Domain Adaptation	-
RCL	90.0	Empowering Source-Free Domain Adaptation via MLLM-Guided Reliability-Based Curriculum Learning	-
Implicit Alignment (with MDD)	-	Implicit Class-Conditioned Domain Alignment for Unsupervised Domain Adaptation	-
SSRT-B	85.43	Safe Self-Refinement for Transformer-based Domain Adaptation	-
CDTrans	80.5	CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation	-

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