eess.IV · 2026-06-30 · No. 39

Image and Video Processing, 2026-06-30.

2 new papers in eess.IV. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

2 entries
  1. 01

    A multi-architecture study of specificity refinement and false-positive mechanism analysis in prostate MRI

    Yongbo Shu, Kewen Chen, Yifeng Yuan, Zirui Xin, Luo Lei, Yang Yang, Xi Chen, Aijing Luo

    eess.IV · cs.CV · cs.LG

    Objectives: To characterize residual false positives in prostate MRI detection, and to evaluate a lightweight post-hoc refinement head for case-level specificity. Materials and Methods: This retrospective study used PI-CAI (5-fold cross-validation) and Prostate158 (n=158; external). A context-aware evidence head and an 89,216-parameter refinement head were trained on a frozen detection backbone; the evidence head was also trained on four...

    arxiv.org/abs/2606.29977 · PDF

  2. 02

    Data-Efficient Multimodal Alignment for Histopathology-based Molecular Prediction

    Dominik Winter, Dominik Vonficht, Loïc Le Bescond, Christian Gebbe, Marco Rosati, Richard J. Chen, Markus Schick,...

    eess.IV · cs.AI · q-bio.GN

    H&E-stained whole-slide images offer cohort-scale availability and rich spatial context but lack molecular specificity, whereas bulk RNA-seq provides transcriptome-wide resolution at high cost with limited archival availability. We show that training a lightweight alignment module atop frozen histopathology and RNA-Seq foundation models enables open-vocabulary molecular prompting -- querying H&E slides with gene-set signatures to predict...

    arxiv.org/abs/2606.29949 · PDF

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