most citedHoloHisto: End-to-end Gigapixel WSI Segmentation with 4K Resolution Sequential Tokenization

4 citations · 7 across the 15 of their papers we have counts for

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cs.CV2025

How Close Are We? Limitations and Progress of AI Models in Banff Lesion Scoring

Yanfan Zhu, Juming Xiong, Ruining Deng +7

The Banff Classification provides the global standard for evaluating renal transplant biopsies, yet its semi-quantitative nature, complex criteria, and inter-observer variability p…

cs.CV2025

Img2ST-Net: Efficient High-Resolution Spatial Omics Prediction from Whole Slide Histology Images via Fully Convolutional Image-to-Image Learning

Junchao Zhu, Ruining Deng, Junlin Guo +10

Recent advances in multi-modal AI have demonstrated promising potential for generating the currently expensive spatial transcriptomics (ST) data directly from routine histology ima…

cs.CV2025

ZeroReg3D: A Zero-shot Registration Pipeline for 3D Consecutive Histopathology Image Reconstruction

Juming Xiong, Ruining Deng, Jialin Yue +10

Histological analysis plays a crucial role in understanding tissue structure and pathology. While recent advancements in registration methods have improved 2D histological analysis…

cs.CV2025

CASC-AI: Consensus-aware Self-corrective Learning for Noise Cell Segmentation

Ruining Deng, Yihe Yang, David J. Pisapia +15

Multi-class cell segmentation in high-resolution gigapixel whole slide images (WSIs) is crucial for various clinical applications. However, training such models typically requires…

cs.CV2025

MagNet: Multi-Level Attention Graph Network for Predicting High-Resolution Spatial Transcriptomics

Junchao Zhu, Ruining Deng, Tianyuan Yao +12

The rapid development of spatial transcriptomics (ST) offers new opportunities to explore the gene expression patterns within the spatial microenvironment. Current research integra…

cs.CV2025

KPIs 2024 Challenge: Advancing Glomerular Segmentation from Patch- to Slide-Level

Ruining Deng, Tianyuan Yao, Yucheng Tang +44

Chronic kidney disease (CKD) is a major global health issue, affecting over 10% of the population and causing significant mortality. While kidney biopsy remains the gold standard f…