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المنصة
الرئيسية
SOTA
التكيف غير المشرف بين المجالات
Unsupervised Domain Adaptation On Visda2017
Unsupervised Domain Adaptation On Visda2017
المقاييس
Accuracy
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
Columns
اسم النموذج
Accuracy
Paper Title
FFTAT
93.8
Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation
RCL
93.2
Empowering Source-Free Domain Adaptation via MLLM-Guided Reliability-Based Curriculum Learning
TransAdapter
91.2
TransAdapter: Vision Transformer for Feature-Centric Unsupervised Domain Adaptation
SAMB
90.41
Semantic-aware Message Broadcasting for Efficient Unsupervised Domain Adaptation
PDA (CLIP, ViT-B/16)
89.7
Prompt-based Distribution Alignment for Unsupervised Domain Adaptation
SFDA2++
89.6
SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation
PMTrans
88.8
Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective
SSRT-B (ours)
88.76
Safe Self-Refinement for Transformer-based Domain Adaptation
SFDA2
88.1
SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation
PDA (CLIP, ResNet-101)
86.4
Prompt-based Distribution Alignment for Unsupervised Domain Adaptation
Implicit Alignment (with MDD)
75.8
Implicit Class-Conditioned Domain Alignment for Unsupervised Domain Adaptation
DeepJDOT
66.9
DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation
DisClusterDA
-
Unsupervised Domain Adaptation via Distilled Discriminative Clustering
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