Fen Luo

CARE: conflict-aware regulation and evolution for continual test-time open-vocabulary semantic segmentation

A continual test-time adaptation framework that updates only a small subset of model parameters that consistently outperforms existing TTA and OVSS adaptation baselines across multiple datasets and corruptions, while maintaining stable performance over extended and cross-corruption continual streams without introducing additional trainable modules.