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

العربية

Domain Adaptation On Imageclef Da

المقاييس

Accuracy

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Accuracy	Paper Title	Repository
IDDA (Alexnet)	80.6	Looking back at Labels: A Class based Domain Adaptation Technique
SPL	90.3	Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling
rRevGrad+CAT	80.7	Cluster Alignment with a Teacher for Unsupervised Domain Adaptation
MCC+NWD	90.7	Reusing the Task-specific Classifier as a Discriminator: Discriminator-free Adversarial Domain Adaptation
DDA	88.9	Transfer Learning with Dynamic Distribution Adaptation
DADA	89.3	Dual Adversarial Domain Adaptation
EasyTL	88.2	Easy Transfer Learning By Exploiting Intra-domain Structures
CMKD	94.3	Unsupervised Domain Adaption Harnessing Vision-Language Pre-training
MEDM	88.9	Entropy Minimization vs. Diversity Maximization for Domain Adaptation
DAN	76.9	Learning Transferable Features with Deep Adaptation Networks
CADA-P	88.3	Attending to Discriminative Certainty for Domain Adaptation
GLOT-DR	90.4	Global-Local Regularization Via Distributional Robustness
ASAN	88.6	Bridging Adversarial and Statistical Domain Transfer via Spectral Adaptation Networks
IAFN+ENT	88.9	Larger Norm More Transferable: An Adaptive Feature Norm Approach for Unsupervised Domain Adaptation
DFA-SAFN	90.2	Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment
DFA-ENT	89.1	Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment
CAADA	80.2	Correlation-aware Adversarial Domain Adaptation and Generalization	-

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