3 papers
cs.IR2026
Your Retriever Already Knows: Distribution-Shape QPP for RAG Retrieval Sufficiency
Matyáš Veselý, Michal Průšek, Jiří Franc
Standard Retrieval-Augmented Generation (RAG) pipelines often provide no reliable inference-time signal of whether retrieval succeeded; on ambiguous or out-of-scope queries, genera…
cs.CV2026
Exemplar: Few-Shot Biomedical Segmentation That Refits Exactly in Seconds
Michal Průšek, Adam Novozámský, Filip Šroubek
Segmenting a new microscopy dataset usually means training a deep network on its annotations, and training again for every added image. Exemplar solves a segmentation readout in cl…
cs.CV2026
HyperBank: A Differentiable Bank of Classical Priors for Few-Shot Spheroid Microscopy Segmentation
M. Průšek, A. Novozámský, F. Šroubek +3
Few-shot spheroid segmentation must adapt to new cell lines, microscopes, and illumination conditions from only a small set of annotated images. While foundation few-shot segmenter…