Introduces Dynamic Style Bridging for forward-facilitation continual test-time adaptation by multi-level style injection on pre-generated class proxies to provide stable on-demand supervision under evolving distribution shifts.
Rdumb: A simple approach that questions our progress in continual test-time adaptation.Advances in Neural Information Processing Systems, 36:39915–39935,
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APEX adaptively extracts input-specific prompts from a memory using Fourier domain features and contrastive learning to boost generalization in medical image segmentation across seen and unseen domains.
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Dance Across Shifts: Forward-Facilitation Continual Test-Time Adaptation through Dynamic Style Bridging
Introduces Dynamic Style Bridging for forward-facilitation continual test-time adaptation by multi-level style injection on pre-generated class proxies to provide stable on-demand supervision under evolving distribution shifts.
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From Adaptation to Generalization: Adaptive Visual Prompting for Medical Image Segmentation
APEX adaptively extracts input-specific prompts from a memory using Fourier domain features and contrastive learning to boost generalization in medical image segmentation across seen and unseen domains.