الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Unsupervised Domain Adaptation On Office Home

المقاييس

Accuracy

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	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	-

0 of 19 row(s) selected.