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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 TitleRepository
AlexNet [cite:NIPS12CNN]54.9ImageNet Classification with Deep Convolutional Neural Networks-
PDA (CLIP, ResNet-50)75.3Prompt-based Distribution Alignment for Unsupervised Domain Adaptation
PDA (CLIP, ViT-B/16)85.7Prompt-based Distribution Alignment for Unsupervised Domain Adaptation
ResNet-50 [cite:CVPR16DRL]59.9Deep Residual Learning for Image Recognition
DisClusterDA-Unsupervised Domain Adaptation via Distilled Discriminative Clustering
TransAdapter-B89.4TransAdapter: Vision Transformer for Feature-Centric Unsupervised Domain Adaptation-
FFTAT91.4Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation
PMTrans89.0Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective-
DANN [cite:JMLR16RevGrad]76.8Domain-Adversarial Training of Neural Networks
DAN [cite:ICML15DAN]74.3Learning Transferable Features with Deep Adaptation Networks
EUDA84.9EUDA: An Efficient Unsupervised Domain Adaptation via Self-Supervised Vision Transformer
JAN [cite:ICML17JAN]76.8Deep Transfer Learning with Joint Adaptation Networks
SAMB86.20Semantic-aware Message Broadcasting for Efficient Unsupervised Domain Adaptation
ECB (CNN)81.2Learning CNN on ViT: A Hybrid Model to Explicitly Class-specific Boundaries for Domain Adaptation
CHATTY+MCC73CHATTY: Coupled Holistic Adversarial Transport Terms with Yield for Unsupervised Domain Adaptation-
RCL90.0Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning
Implicit Alignment (with MDD)-Implicit Class-Conditioned Domain Alignment for Unsupervised Domain Adaptation
SSRT-B85.43Safe Self-Refinement for Transformer-based Domain Adaptation
CDTrans80.5CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation
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