Discriminator-guided adaptive diffusion enables source-free test-time adaptation to 15 image corruption types by dynamically denoising inputs to align with the source domain while preserving discriminative features.
Do we really need to access the source data? source hypothesis transfer for unsupervised domain adaptation
2 Pith papers cite this work. Polarity classification is still indexing.
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Diversity-aware memory policies improve test-time adaptation performance most under constrained memory budgets and challenging non-i.i.d. streams.
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Discriminator-Guided Adaptive Diffusion for Source-Free Test-Time Adaptation under Image Corruptions
Discriminator-guided adaptive diffusion enables source-free test-time adaptation to 15 image corruption types by dynamically denoising inputs to align with the source domain while preserving discriminative features.
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GoTTA be Diverse: Rethinking Memory Policies for Test-Time Adaptation
Diversity-aware memory policies improve test-time adaptation performance most under constrained memory budgets and challenging non-i.i.d. streams.