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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Mingchen Sun

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Review Open access Aug 2026

V7-DiVA: a feature-based Deep MIL colorectal whole-slide histopathology research platform with blinded external image-input validation

Whole-slide imaging offers a route to scalable computational assessment of colorectal histology, but models developed on public cohorts may not transfer reliably to real-world clinical practice. We developed V7-DiVA (Version 7 Deep Integrated Visual Analytics), a feature-based, gated-attention deep multiple-instance le...

Mingchen Sun, Wencong Kong, Shuanglong Qiu et al. · 0 citations

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