Unsupervised Domain Adaptation On Office Home

Metriken

Accuracy

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

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

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