Title
RepSNet: A Nucleus Instance Segmentation model based on Boundary Regression and Structural Re-parameterization Shengchun Xiong Xiangru Li Yunpeng Zhong Wanfen Peng 62 0 0 08 May 2025
RSFR: A Coarse-to-Fine Reconstruction Framework for Diffusion Tensor Cardiac MRI with Semantic-Aware Refinement Jiahao Huang Fanwen Wang Pedro F. Ferreira H. Zhang Yinzhe Wu ... R. Rajakulasingam Ranil De Silva D. Pennell Guang Yang S. Nielles-Vallespin DiffM MedIm 43 0 0 25 Apr 2025
Revisiting Medical Image Retrieval via Knowledge Consolidation Yang Nan Huichi Zhou Xiaodan Xing G. Papanastasiou Lei Zhu Zhifan Gao Alejandro F Fangi G. Yang 39 0 0 12 Mar 2025
A Lightweight and Extensible Cell Segmentation and Classification Model for Whole Slide Images N. Shvetsov T. Kilvaer M. Tafavvoghi Anders Sildnes Kajsa Møllersen Lill-ToveRasmussen Busund L. A. Bongo VLM 66 1 0 26 Feb 2025
Generalized Task-Driven Medical Image Quality Enhancement with Gradient Promotion Dong Zhang Kwang-Ting Cheng MedIm 20 0 0 03 Jan 2025
From Histopathology Images to Cell Clouds: Learning Slide Representations with Hierarchical Cell Transformer Zijiang Yang Zhongwei Qiu Tiancheng Lin Hanqing Chao Wanxing Chang ... Dakai Jin K. Yan Le Lu Hui Jiang Yun Bian DiffM 67 0 0 21 Dec 2024
Arctique: An artificial histopathological dataset unifying realism and controllability for uncertainty quantification Jannik Franzen Claudia Winklmayr Vanessa Emanuela Guarino Christoph Karg Xiaoyan Yu Nora Koreuber Jan P. Albrecht Philip Bischoff Dagmar Kainmueller 43 0 0 11 Nov 2024
How Good Are We? Evaluating Cell AI Foundation Models in Kidney Pathology with Human-in-the-Loop Enrichment Junlin Guo Siqi Lu Can Cui Ruining Deng Tianyuan Yao ... Catie Chang Mitchell Wilkes Mengmeng Yin Haichun Yang Yuankai Huo MedIm 48 1 0 31 Oct 2024
Tissue Concepts: supervised foundation models in computational pathology Till Nicke Jan Raphael Schaefer Henning Hoefener Friedrich Feuerhake Dorit Merhof Fabian Kiessling Johannes Lotz MedIm 42 0 0 05 Sep 2024
A Survey on Cell Nuclei Instance Segmentation and Classification: Leveraging Context and Attention João D. Nunes D. Montezuma Domingos Oliveira Tania Pereira Jaime S. Cardoso 47 1 0 26 Jul 2024
Co-synthesis of Histopathology Nuclei Image-Label Pairs using a Context-Conditioned Joint Diffusion Model Seonghui Min Hyunwoo Oh Won-Ki Jeong DiffM MedIm 40 3 0 19 Jul 2024
Controllable and Efficient Multi-Class Pathology Nuclei Data Augmentation using Text-Conditioned Diffusion Models Hyunwoo Oh Won-Ki Jeong MedIm 29 3 0 19 Jul 2024
Revisiting Adaptive Cellular Recognition Under Domain Shifts: A Contextual Correspondence View Jianan Fan Dongnan Liu Canran Li Hang Chang Heng-Chiao Huang Filip Braet Mei Chen Weidong Cai 40 4 0 14 Jul 2024
Histopathological Image Classification with Cell Morphology Aware Deep Neural Networks Andrey D. Ignatov Josephine Yates Valentina Boeva 36 4 0 11 Jul 2024
STimage-1K4M: A histopathology image-gene expression dataset for spatial transcriptomics Jiawen Chen Muqing Zhou Wenrong Wu Jinwei Zhang Yun Li Didong Li 27 6 0 10 Jun 2024
Multi-target stain normalization for histology slides D. Ivanov C. Barbano Marco Grangetto 18 0 0 04 Jun 2024
Deep asymmetric mixture model for unsupervised cell segmentation Yang Nan Guang Yang 14 1 0 03 Jun 2024
Immunocto: a massive immune cell database auto-generated for histopathology Mikaël Simard Zhuoyan Shen Maria A. Hawkins C. Collins-Fekete Maria A. Hawkins Charles-Antoine Collins-Fekete 34 1 0 03 Jun 2024
Data-driven Nucleus Subclassification on Colon H&E using Style-transferred Digital Pathology Lucas W. Remedios Shunxing Bao Samuel W. Remedios Ho Hin Lee L. Cai ... M. K. Washington Lori A. Coburn Keith T. Wilson Yuankai Huo Bennett A. Landman 30 1 0 15 May 2024
DAWN: Domain-Adaptive Weakly Supervised Nuclei Segmentation via Cross-Task Interactions Ye Zhang Yifeng Wang Zijie Fang Hao Bian Linghan Cai Ziyue Wang Yongbing Zhang 36 3 0 23 Apr 2024
Measuring Feature Dependency of Neural Networks by Collapsing Feature Dimensions in the Data Manifold Yinzhu Jin Matthew B. Dwyer P. T. Fletcher MedIm 19 0 0 18 Apr 2024
NOISe: Nuclei-Aware Osteoclast Instance Segmentation for Mouse-to-Human Domain Transfer Sai Kumar Reddy Manne Brendan Martin Tyler Roy Ryan J Neilson Rebecca Peters Meghana Chillara Christine W. Lary Katherine J. Motyl Michael Wan 22 0 0 15 Apr 2024
Seeing Unseen: Discover Novel Biomedical Concepts via Geometry-Constrained Probabilistic Modeling Jianan Fan Dongnan Liu Hang Chang Heng-Chiao Huang Mei Chen Weidong Cai 43 5 0 02 Mar 2024
Few-Shot Learning for Annotation-Efficient Nucleus Instance Segmentation Yu Ming Zihao Wu Jie Yang Danyi Li Yuan Gao Changxin Gao Gui-Song Xia Yuanqing Li Li Liang Jin-Gang Yu 27 0 0 26 Feb 2024
Cell Graph Transformer for Nuclei Classification Wei Lou Guanbin Li Xiang Wan Haofeng Li ViT MedIm 47 4 0 20 Feb 2024
UniCell: Universal Cell Nucleus Classification via Prompt Learning Junjia Huang Haofeng Li Xiang Wan Guanbin Li 35 0 0 20 Feb 2024
Learning to Generalize over Subpartitions for Heterogeneity-aware Domain Adaptive Nuclei Segmentation Jianan Fan Dongnan Liu Hang Chang Weidong Cai 15 5 0 17 Jan 2024
Nucleus subtype classification using inter-modality learning Lucas W. Remedios Shunxing Bao Samuel W. Remedios Ho Hin Lee L. Cai ... M. K. Washington Lori A. Coburn Keith T. Wilson Yuankai Huo Bennett A. Landman 19 2 0 11 Jan 2024
Overcoming Data Scarcity in Biomedical Imaging with a Foundational Multi-Task Model Raphael Schäfer Till Nicke Henning Höfener Annkristin Lange Dorit Merhof Friedrich Feuerhake Volkmar Schulz Johannes Lotz Fabian Kiessling VLM 14 17 0 16 Nov 2023
Stain Consistency Learning: Handling Stain Variation for Automatic Digital Pathology Segmentation Michael Yeung Todd Watts Sean YW Tan Pedro F. Ferreira Andrew D. Scott S. Nielles-Vallespin Guang Yang 23 0 0 11 Nov 2023
Domain Generalization in Computational Pathology: Survey and Guidelines Mostafa Jahanifar M. Raza Kesi Xu T. Vuong R. Jewsbury ... Neda Zamanitajeddin Jin Tae Kwak S. Raza F. Minhas Nasir M. Rajpoot OOD 26 17 0 30 Oct 2023
Prompt-based Grouping Transformer for Nucleus Detection and Classification Junjia Huang Haofeng Li Weijun Sun Xiang Wan Guanbin Li ViT MedIm 16 2 0 22 Oct 2023
Affine-Consistent Transformer for Multi-Class Cell Nuclei Detection Junjia Huang Haofeng Li Xiang Wan Guanbin Li MedIm ViT 43 10 0 22 Oct 2023
BROW: Better featuRes fOr Whole slide image based on self-distillation Yuan Wu Shaojie Li Zhiqiang Du Wentao Zhu 15 4 0 15 Sep 2023
Nucleus-aware Self-supervised Pretraining Using Unpaired Image-to-image Translation for Histopathology Images Zhiyun Song Penghui Du Junpeng Yan K. Li Jianzhong Shou Maode Lai Yubo Fan Yan Xu 26 7 0 14 Sep 2023
NuInsSeg: A Fully Annotated Dataset for Nuclei Instance Segmentation in H&E-Stained Histological Images A. Mahbod Christine Polak Katharina Feldmann Rumsha Khan Katharina Gelles Georg Dorffner Ramona Woitek Sepideh Hatamikia Isabella Ellinger 24 21 0 03 Aug 2023
Taxonomy Adaptive Cross-Domain Adaptation in Medical Imaging via Optimization Trajectory Distillation Jianan Fan Dongnan Liu Hang Chang Heng-Chiao Huang Mei Chen Weidong (Tom) Cai OOD 24 9 0 27 Jul 2023
Deep learning for unsupervised domain adaptation in medical imaging: Recent advancements and future perspectives S. Kumari Pravendra Singh OOD 32 29 0 18 Jul 2023
$$\mathrm{SAM^{Med}}$: A medical image annotation framework based on large vision model$ $\mathrm{SAM^{Med}}$ : A medical image annotation framework based on large vision model Chenglong Wang Dexuan Li Sucheng Wang Chengxiu Zhang Yida Wang Yun-hui Liu Guang Yang VLM MedIm 32 19 0 11 Jul 2023
Semi-supervised Cell Recognition under Point Supervision Zhongyi Shui Yizhi Zhao S. Zheng Yunlong Zhang Honglin Li Shichuan Zhang Xiaoxuan Yu Chenglu Zhu Lin Yang 23 1 0 14 Jun 2023
The Beauty or the Beast: Which Aspect of Synthetic Medical Images Deserves Our Focus? Xiaodan Xing Yang Nan F. Felder Simon Walsh Guang Yang MedIm 25 5 0 03 May 2023
NASDM: Nuclei-Aware Semantic Histopathology Image Generation Using Diffusion Models A. Shrivastava P. T. Fletcher DiffM MedIm 19 21 0 20 Mar 2023
More From Less: Self-Supervised Knowledge Distillation for Routine Histopathology Data Lucas Farndale R. Insall Ke Yuan 21 3 0 19 Mar 2023
CoNIC Challenge: Pushing the Frontiers of Nuclear Detection, Segmentation, Classification and Counting S. Graham Q. Vu Mostafa Jahanifar Martin Weigert Uwe Schmidt ... Tianyi Miao David R. J. Snead S. Raza F. Minhas Nasir M. Rajpoot 30 33 0 11 Mar 2023
VOLTA: an Environment-Aware Contrastive Cell Representation Learning for Histopathology Ramin Nakhli Allen W. Zhang Katherine Rich Amirali Darbandsari Elahe Shenasa ... K. Milne J. McAlpine B. Nelson C. Gilks A. Bashashati 14 5 0 08 Mar 2023
Nuclear Segmentation and Classification: On Color & Compression Generalization Q. Vu R. Jewsbury S. Graham Mostafa Jahanifar S. Raza F. Minhas A. Bhalerao Nasir M. Rajpoot MedIm 8 6 0 09 Jan 2023
SynCLay: Interactive Synthesis of Histology Images from Bespoke Cellular Layouts Srijay Deshpande Muhammad Dawood F. Minhas Nasir M. Rajpoot MedIm 20 9 0 28 Dec 2022
Understanding the Tricks of Deep Learning in Medical Image Segmentation: Challenges and Future Directions Dong-Ming Zhang Yi-Mou Lin Hao Chen Zhuotao Tian Xin Yang Jinhui Tang Kwang-Ting Cheng VLM 25 11 0 21 Sep 2022
MRL: Learning to Mix with Attention and Convolutions Shlok Mohta Hisahiro Suganuma Yoshiki Tanaka 14 2 0 30 Aug 2022
Mitosis Detection, Fast and Slow: Robust and Efficient Detection of Mitotic Figures Mostafa Jahanifar A. Shephard Neda Zamanitajeddin S. Graham S. Raza F. Minhas Nasir M. Rajpoot OOD 21 14 0 26 Aug 2022