| Towards Large-Scale Training of Pathology Foundation Models | Mar 24, 2024 | Nuclear SegmentationSelf-Supervised Learning | CodeCode Available | 2 |
| CoNIC Challenge: Pushing the Frontiers of Nuclear Detection, Segmentation, Classification and Counting | Mar 11, 2023 | Nuclear SegmentationSegmentation | CodeCode Available | 1 |
| SynCLay: Interactive Synthesis of Histology Images from Bespoke Cellular Layouts | Dec 28, 2022 | Image GenerationNuclear Segmentation | CodeCode Available | 1 |
| SONNET: A Self-Guided Ordinal Regression Neural Network for Segmentation and Classification of Nuclei in Large-Scale Multi-Tissue Histology Images | Feb 9, 2022 | ClassificationMulti-tissue Nucleus Segmentation | CodeCode Available | 1 |
| Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images | Apr 6, 2020 | Breast Tumour ClassificationColorectal Gland Segmentation: | CodeCode Available | 1 |
| Nuclei Segmentation via a Deep Panoptic Model with Semantic Feature Fusion | Aug 10, 2019 | Instance SegmentationNuclear Segmentation | CodeCode Available | 1 |
| HoVer-Net: Simultaneous Segmentation and Classification of Nuclei in Multi-Tissue Histology Images | Dec 16, 2018 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Mask R-CNN | Mar 20, 2017 | 3D Instance SegmentationHuman Part Segmentation | CodeCode Available | 1 |
| Image-to-Image Translation with Conditional Adversarial Networks | Nov 21, 2016 | ColorizationCross-View Image-to-Image Translation | CodeCode Available | 1 |
| Perceptual Losses for Real-Time Style Transfer and Super-Resolution | Mar 27, 2016 | Image Super-ResolutionNuclear Segmentation | CodeCode Available | 1 |
| Unpaired Image-to-Image Translation for Segmentation and Signal Unmixing | May 27, 2025 | Domain AdaptationImage-to-Image Translation | —Unverified | 0 |
| APSeg: Auto-Prompt Model with Acquired and Injected Knowledge for Nuclear Instance Segmentation and Classification | Apr 3, 2025 | ClassificationInstance Segmentation | —Unverified | 0 |
| FrGNet: A fourier-guided weakly-supervised framework for nuclear instance segmentation | Feb 14, 2025 | Instance SegmentationNuclear Segmentation | CodeCode Available | 0 |
| Are nuclear masks all you need for improved out-of-domain generalisation? A closer look at cancer classification in histopathology | Nov 14, 2024 | AllCancer Classification | CodeCode Available | 0 |
| HoverFast: an accurate, high-throughput, clinically deployable nuclear segmentation tool for brightfield digital pathology images | May 22, 2024 | GPUKnowledge Distillation | —Unverified | 0 |
| Nuclear Segmentation and Classification: On Color & Compression Generalization | Jan 9, 2023 | ClassificationNuclear Segmentation | —Unverified | 0 |
| Cellular Segmentation and Composition in Routine Histology Images using Deep Learning | Mar 4, 2022 | ManagementNuclear Segmentation | —Unverified | 0 |
| A Deep Learning Framework for Nuclear Segmentation and Classification in Histopathological Images | Mar 4, 2022 | ClassificationNuclear Segmentation | —Unverified | 0 |
| Simultaneous Semantic and Instance Segmentation for Colon Nuclei Identification and Counting | Mar 1, 2022 | Instance SegmentationNuclear Segmentation | CodeCode Available | 0 |
| A Standardized Pipeline for Colon Nuclei Identification and Counting Challenge | Mar 1, 2022 | ClassificationData Augmentation | —Unverified | 0 |
| Separable-HoverNet and Instance-YOLO for Colon Nuclei Identification and Counting | Mar 1, 2022 | ClassificationExplainable Models | —Unverified | 0 |
| Nuclei panoptic segmentation and composition regression with multi-task deep neural networks | Feb 23, 2022 | DecoderExplainable Models | —Unverified | 0 |
| CoNIC: Colon Nuclei Identification and Counting Challenge 2022 | Nov 29, 2021 | Explainable ModelsNuclear Segmentation | —Unverified | 0 |
| Meta Mask Correction for Nuclei Segmentation in Histopathological Image | Nov 24, 2021 | Meta-LearningNuclear Segmentation | —Unverified | 0 |
| RDCNet: Instance segmentation with a minimalist recurrent residual network | Oct 2, 2020 | Instance SegmentationNuclear Segmentation | CodeCode Available | 0 |
| Sparse Coding Driven Deep Decision Tree Ensembles for Nuclear Segmentation in Digital Pathology Images | Aug 13, 2020 | Image SegmentationNuclear Segmentation | —Unverified | 0 |
| NuClick: From Clicks in the Nuclei to Nuclear Boundaries | Sep 7, 2019 | Instance SegmentationNuclear Segmentation | —Unverified | 0 |
| Nuclear Instance Segmentation using a Proposal-Free Spatially Aware Deep Learning Framework | Aug 27, 2019 | ClusteringInstance Segmentation | —Unverified | 0 |
| Accurate Nuclear Segmentation with Center Vector Encoding | Jul 9, 2019 | Nuclear SegmentationSegmentation | —Unverified | 0 |
| Panoptic Segmentation with an End-to-End Cell R-CNN for Pathology Image Analysis | Sep 28, 2018 | Cell SegmentationNuclear Segmentation | —Unverified | 0 |
| Deep Learning Models Delineates Multiple Nuclear Phenotypes in H&E Stained Histology Sections | Feb 13, 2018 | Nuclear SegmentationSegmentation | —Unverified | 0 |
| GRED: Graph-Regularized 3D Shape Reconstruction from Highly Anisotropic and Noisy Images | Sep 17, 2013 | 3D Shape ReconstructionBIG-bench Machine Learning | —Unverified | 0 |
| Classification of Tumor Histology via Morphometric Context | Jun 1, 2013 | ClassificationGeneral Classification | —Unverified | 0 |