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@QuIIL Quantitative Imaging and Informatics Laboratory (QuIIL)

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    41 repositories

    • COSFormer

      Public
      Welcome New Doctor: Continual Learning with Expert Consultation and Autoregressive Inference for Whole Slide Image Analysis (Under review)
      Python
      •1•1•0•0•Updated Jan 24, 2026Jan 24, 2026

    • AUGUST

      Public
      AUGUST is a sequential QA framework for gastric pathology that mimics pathologist reasoning. By explicitly modeling hierarchical dependencies, it outperforms SO…
      Python
      •0•1•0•0•Updated Jan 20, 2026Jan 20, 2026

    • GastUJB

      Public
      GastUJB is a comprehensive, internally curated gastric pathology dataset collected at the Catholic University of Korea Uijeongbu St. Mary’s Hospital (2014–2023)…
      0•1•0•0•Updated Jan 14, 2026Jan 14, 2026

    • ICCV2025_Ano-NAViLa

      Public
      Normal and Abnormal Pathology Knowledge-Augmented Vision-Language Model for Anomaly Detection in Pathology Images
      Python
      •0•1•2•0•Updated Nov 12, 2025Nov 12, 2025

    • TQx

      Public
      Towards a text-based quantitative and explainable histopathology image analysis (MICCAI 2024)
      computational-pathologyvision-language-model
      computational-pathologyvision-language-model
      Python
      •
      MIT License
      •2•3•0•0•Updated Nov 4, 2025Nov 4, 2025

    • AnoPILaD

      Public
      Pathology-Informed Latent Diffusion model for anomaly detection in lymph node pathology images.
      Python
      •
      MIT License
      •1•3•0•0•Updated Aug 23, 2025Aug 23, 2025

    • NucleiMix

      Public
      Augmentation method for nuclei segmentation and classification dataset.
      Python
      •0•1•0•0•Updated Jul 22, 2025Jul 22, 2025

    • ViDRiP-LLaVA

      Public
      ViDRiP-LLaVA: A Dataset and Benchmark for Diagnostic Reasoning from Pathology Videos
      Python
      •
      Apache License 2.0
      •2•0•0•0•Updated May 22, 2025May 22, 2025

    • EBV-TRACER

      Public
      A robust artificial intelligence system for predicting EBV status in gastric cancer biopsy and resection specimens: a model development and validation
      Python
      •1•0•0•0•Updated Jan 15, 2025Jan 15, 2025

    • MAGPIE2025

      Public
      MAGPIE: MULTI-STAIN AND MULTI-ORGAN PATHOLOGY IMAGE RESTORATION CHALLENGE (2025)
      Python
      •2•0•0•0•Updated Jan 8, 2025Jan 8, 2025

    • MoMA

      Public
      MoMA: Momentum Contrastive Learning with Multi-head Attention-based Knowledge Distillation for Histopathology Image Analysis
      Python
      •1•0•0•0•Updated Dec 9, 2024Dec 9, 2024

    • MSBP_Net

      Public
      IEEE J-BHI paper: MSBP_Net: Multi-scale binary pattern encoding network for cancer classification in pathology images
      Python
      •
      MIT License
      •2•0•0•0•Updated Nov 19, 2024Nov 19, 2024

    • CAMP

      Public
      Implementation of "CAMP: Continuous and Adaptive Learning Model in Pathology"
      Python
      •
      Other
      •0•1•0•0•Updated Oct 13, 2024Oct 13, 2024

    • MECFormer

      Public
      Official implementation of MECFormer: Multi-task Whole Slide Image Classification with Expert Consultation Network
      1•1•0•0•Updated Oct 6, 2024Oct 6, 2024

    • BenchmarkingPathologyFoundationModels

      Public
      Python
      •2•5•0•0•Updated Sep 5, 2024Sep 5, 2024

    • SCUBa-Net

      Public
      Implementation of SCUBa-Net: "Spatially-constrained and -unconstrained bi-graph interaction network for multi-organ pathology image classification."
      Python
      •1•1•0•0•Updated Jul 29, 2024Jul 29, 2024

    • DAX-Net

      Public
      Implementation of DAX-Net: "DAX-Net: a dual-branch dual-task adaptive cross-weight feature fusion network for robust multi-class cancer classification in pathol…
      Python
      •1•6•1•0•Updated Jul 27, 2024Jul 27, 2024

    • KBSMC_colon_cancer_grading_dataset

      Public
      KBSMC colon cancer grading dataset repository
      colon-cancercancer-gradinghistopathology-image-analysis
      colon-cancercancer-gradinghistopathology-image-analysis
      Python
      •
      MIT License
      •0•10•1•0•Updated Jul 26, 2024Jul 26, 2024

    • QuIIL_thompson_solution

      Public
      Official implementation of solutions for the Thompson challenge, encompassing Track 1 - Tasks 1 & 2: Action Recognition & Anticipation, and Track 2 - Task 1: Vi…
      Python
      •0•3•0•0•Updated Jul 19, 2024Jul 19, 2024

    • FALFormer

      Public
      Implementation of "Feature-aware Landmarks self-attention for Whole-slide Image Classification"
      Python
      •0•0•0•0•Updated Jul 19, 2024Jul 19, 2024

    • CaMeLNet

      Public
      CaMeL-Net : Centroid-aware Metric Learning for Efficient Multi-class Cancer Classification in Pathology Images
      Python
      •1•0•0•0•Updated Dec 5, 2023Dec 5, 2023

    • KBSMC_gastric_cancer_grading_dataset

      Public
      KBSMC colon cancer grading dataset repository
      Python
      •
      MIT License
      •1•0•0•0•Updated Dec 5, 2023Dec 5, 2023

    • CaFeNet

      Public
      CaFe-Net : Centroid-aware feature recalibration for cancer grading in pathology images
      Python
      •1•0•0•0•Updated Nov 30, 2023Nov 30, 2023

    • Sonnet_pytorch

      Public
      sonnet implemented with pytorch
      Python
      •2•0•0•0•Updated Oct 16, 2023Oct 16, 2023

    • ICCV_2023_CVAMD-Order-ViT-

      Public
      Order-ViT: Order Learning Vision Transformer for Cancer Classification in Pathology Images
      Python
      •1•0•0•0•Updated Sep 7, 2023Sep 7, 2023

    • KD_CoRFF

      Public
      DART_MICCAI2023: Boosting knowledge distillation via random Fourier features for prostate cancer grading in histopathology images
      Python
      •1•0•0•0•Updated Aug 10, 2023Aug 10, 2023

    • GPC

      Public
      GPC: Generative and general pathology image classifier (MedAGI 2023)
      Python
      •
      MIT License
      •0•0•0•0•Updated Aug 7, 2023Aug 7, 2023

    • JCO_Learning-pytorch

      Public
      Medical Image Analysis (MEDIA) paper: Joint Categorical and Ordinal Learning for Cancer Grading in Pathology Images
      Python
      •
      MIT License
      •5•1•0•0•Updated Jun 1, 2023Jun 1, 2023

    • IMPash

      Public
      ECCV-MCV2022 paper: "IMPaSh: A Novel Domain-shift Resistant Representation for Colorectal Cancer Tissue Classification"
      Python
      •
      Other
      •4•0•0•0•Updated Nov 8, 2022Nov 8, 2022

    • Grad_Mix

      Public
      GradMix for nuclei segmentation and classification in imbalanced pathology image datasets: MICCAI 2022
      augmentationimbalanced-datasonnet
      augmentationimbalanced-datasonnetnuclei-segmentationnuclei-classification
      Jupyter Notebook
      •
      GNU General Public License v2.0
      •0•9•0•0•Updated Sep 29, 2022Sep 29, 2022
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