Incremental Learning for Medical AI — How Knowledge Distillation Stops Prostate MRI Models from Forgetting
Anyone who has worked on deep learning in healthcare quickly discovers that the academic benchmark setting — one big dataset, one train-test split, one model — rarely survives contact with the real world. Hospital systems accumulate data incrementally. Different sites…