Author

Yunhui Guo

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Review Jul 2026

Continual Test-Time Adaptation in Computer Vision: Methods, Benchmarks, and Future Directions

This comprehensive survey formally defines the CTTA problem, analyzes the diverse continual domain shift patterns that characterize different evaluation protocols, and proposes a hierarchical taxonomy that categorizes existing methods into three families: optimization-based strategies (entropy minimization, pseudo-labe...

Sarthak Kumar Maharana, Shambhavi Mishra, Yunbei Zhang et al. · 2 citations