STAIL anchors evolving visual features to frozen LLM text embeddings and rehearses a small image set plus many text descriptions, cutting storage and forgetting in medical class-incremental learning.
IEEE Transactions on Medical Imaging 43, 3767–3779
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STAIL: Semantic Text-Anchored Incremental Learning for Medical Imaging via Large Language Models
STAIL anchors evolving visual features to frozen LLM text embeddings and rehearses a small image set plus many text descriptions, cutting storage and forgetting in medical class-incremental learning.