Author

K. H. Liland

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#machine learning Preprint Aug 2026

Towards Continual Test-Time Adaptation of Vision-Language Models in Open-Vocabulary Semantic Segmentation

Diversify, Anchor, and Filter (DAF), a stabilization framework that augments entropy-based adaptation with a marginal diversity loss that resists collapse, a cross-modal anchor consistency loss that constrains feature drift relative to a frozen source model, and feature salience filtering that skips low-value backward passes to offset part of the source-anchor overhead is proposed.

Chandler Timm C. Doloriel, Yunbei Zhang, Sarthak Kumar Maharana et al. · 0 citations

#machine learning Preprint Aug 2026

Continual Test-Time Adaptation via Entropy Sensitivity-Guidance in Strict Online Setting

Sensitivity-Guided Erasing Adaptation (SEGA) is introduced, a method for strict online continual TTA (CTTA) on corruption-style streams that yields consistent robustness and stability gains over strong CTTA baselines while reducing backward passes through sensitivity-based gating.

Chandler Timm C. Doloriel, Yunbei Zhang, M. Siddiqui et al. · 0 citations