Title
Unifying Segment Anything in Microscopy with Multimodal Large Language Model Manyu Li Ruian He Zixian Zhang Weimin Tan Bo Yan VLM 13 0 0 16 May 2025
Generative Models in Computational Pathology: A Comprehensive Survey on Methods, Applications, and Challenges Yuan Zhang Xinfeng Zhang Xiaoming Qi Xinyu Wu Feng Chen Guanyu Yang Huazhu Fu MedIm LM&MA AI4CE 31 0 0 16 May 2025
RepSNet: A Nucleus Instance Segmentation model based on Boundary Regression and Structural Re-parameterization Shengchun Xiong Xiangru Li Yunpeng Zhong Wanfen Peng 72 0 0 08 May 2025
UniBiomed: A Universal Foundation Model for Grounded Biomedical Image Interpretation Linshan Wu Yuxiang Nie Sunan He Jiaxin Zhuang Hao Chen LM&MA MedIm 78 0 0 30 Apr 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 105 19 0 17 Jan 2025
Unlocking adaptive digital pathology through dynamic feature learning Jiawen Li Tian Guan Qingxin Xia Yunhong Wang Xitong Ling ... Xiu-Wu Bian Zhilin Wang Lingchuan Guo Chao He Yonghong He AI4CE 36 0 0 31 Dec 2024
DB-SAM: Delving into High Quality Universal Medical Image Segmentation Chao Qin Jiale Cao Huazhu Fu Fahad Shahbaz Khan Rao Muhammad Anwer MedIm 33 5 0 05 Oct 2024
FlowSDF: Flow Matching for Medical Image Segmentation Using Distance Transforms L. Bogensperger Dominik Narnhofer Alexander Falk Konrad Schindler Thomas Pock MedIm 54 3 0 28 May 2024
D-TrAttUnet: Toward Hybrid CNN-Transformer Architecture for Generic and Subtle Segmentation in Medical Images F. Bougourzi Fadi Dornaika C. Distante Abdelmalik Taleb-Ahmed MedIm ViT 56 6 0 07 May 2024
DmADs-Net: Dense multiscale attention and depth-supervised network for medical image segmentation Zhaojin Fu Zheng Chen Jinjiang Li Lu Ren MedIm 21 1 0 01 May 2024
Rethinking Attention Gated with Hybrid Dual Pyramid Transformer-CNN for Generalized Segmentation in Medical Imaging F. Bougourzi Fadi Dornaika Abdelmalik Taleb-Ahmed Vinh Truong Hoang MedIm ViT 45 2 0 28 Apr 2024
LiteNeXt: A Novel Lightweight ConvMixer-based Model with Self-embedding Representation Parallel for Medical Image Segmentation Ngoc-Du Tran Thi-Thao Tran Quang-Huy Nguyen Manh-Hung Vu Van-Truong Pham MedIm ViT 43 1 0 04 Apr 2024
MatchSeg: Towards Better Segmentation via Reference Image Matching Ruiqiang Xiao Jiayu Huo Haotian Zheng Yang Liu Sebastien Ourselin Rachel Sparks VLM MedIm 39 1 0 23 Mar 2024
Gland Segmentation Via Dual Encoders and Boundary-Enhanced Attention Huadeng Wang Jiejiang Yu Bingbing Li Xipeng Pan Zhenbing Liu Rushi Lan Xiaonan Luo MedIm 21 0 0 29 Jan 2024
Artificial Intelligence for Digital and Computational Pathology Andrew H. Song Guillaume Jaume Drew F. K. Williamson Ming Y. Lu Anurag J. Vaidya Tiffany R. Miller Faisal Mahmood AI4CE 30 130 0 13 Dec 2023
A Lightweight Clustering Framework for Unsupervised Semantic Segmentation Yau Shing Jonathan Cheung Xi Chen Lihe Yang Hengshuang Zhao 37 1 0 30 Nov 2023
Foundational Models Defining a New Era in Vision: A Survey and Outlook Muhammad Awais Muzammal Naseer Salman Khan Rao Muhammad Anwer Hisham Cholakkal M. Shah Ming Yang Fahad Shahbaz Khan VLM 40 119 0 25 Jul 2023
Rotation-Scale Equivariant Steerable Filters Yi-Lun Yang S. Dasmahapatra S. Mahmoodi 30 3 0 10 Apr 2023
Score-Based Generative Models for Medical Image Segmentation using Signed Distance Functions L. Bogensperger Dominik Narnhofer Filip Ilic Thomas Pock DiffM MedIm 19 8 0 10 Mar 2023
LYSTO: The Lymphocyte Assessment Hackathon and Benchmark Dataset Yiping Jiao Jeroen van der Laak Shadi Albarqouni Zhang Li T. Tan ... S. Khurram Thomas P. Watson Nasir M. Rajpoot M. Veta F. Ciompi 26 8 0 16 Jan 2023
Advances in Medical Image Analysis with Vision Transformers: A Comprehensive Review Reza Azad A. Kazerouni Moein Heidari Ehsan Khodapanah Aghdam Amir Molaei Yiwei Jia Abin Jose Rijo Roy Dorit Merhof MedIm ViT 43 162 0 09 Jan 2023
Weakly Supervised Joint Whole-Slide Segmentation and Classification in Prostate Cancer Pushpak Pati Guillaume Jaume Zeineb Ayadi Kevin Thandiackal Behzad Bozorgtabar M. Gabrani O. Goksel 20 17 0 07 Jan 2023
Precise Location Matching Improves Dense Contrastive Learning in Digital Pathology Jingwei Zhang S. Kapse Ke Ma Prateek Prasanna Maria Vakalopoulou Joel H. Saltz Dimitris Samaras 32 9 0 23 Dec 2022
Medical Image Segmentation Review: The success of U-Net Reza Azad Ehsan Khodapanah Aghdam Amelie Rauland Yiwei Jia Atlas Haddadi Avval Afshin Bozorgpour Sanaz Karimijafarbigloo Joseph Paul Cohen Ehsan Adeli Dorit Merhof SSeg 28 267 0 27 Nov 2022
Masked Supervised Learning for Semantic Segmentation H. Zunair A. Ben Hamza 24 6 0 03 Oct 2022
HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology images Saad Wazir M. Fraz 14 35 0 01 Sep 2022
Nuclei & Glands Instance Segmentation in Histology Images: A Narrative Review Esha Sadia Nasir Arshi Parvaiz M. Fraz 39 14 0 26 Aug 2022
Towards Label-efficient Automatic Diagnosis and Analysis: A Comprehensive Survey of Advanced Deep Learning-based Weakly-supervised, Semi-supervised and Self-supervised Techniques in Histopathological Image Analysis Linhao Qu Siyu Liu Xiaoyu Liu Manning Wang Zhijian Song 37 57 0 18 Aug 2022
Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation Rushi Jiao Yichi Zhang Leiting Ding Rong Cai Jicong Zhang 29 152 0 28 Jul 2022
ConCL: Concept Contrastive Learning for Dense Prediction Pre-training in Pathology Images Jiawei Yang Hanbo Chen Yuan Liang Junzhou Huang Lei He Jianhua Yao 46 18 0 14 Jul 2022
Usable Region Estimate for Assessing Practical Usability of Medical Image Segmentation Models Yizhe Zhang Suraj Mishra Peixian Liang Hao Zheng Danny Chen 14 3 0 01 Jul 2022
Self-distillation Augmented Masked Autoencoders for Histopathological Image Classification Yang Luo Zhineng Chen Shengtian Zhou Xieping Gao 38 1 0 31 Mar 2022
Soft-CP: A Credible and Effective Data Augmentation for Semantic Segmentation of Medical Lesions Pingping Dai Licong Dong Ruihan Zhang Haiming Zhu Jie Wu Kehong Yuan MedIm 29 4 0 20 Mar 2022
Magnification Prior: A Self-Supervised Method for Learning Representations on Breast Cancer Histopathological Images Prakash Chandra Chhipa Richa Upadhyay G. Pihlgren Rajkumar Saini Seiichi Uchida Marcus Liwicki SSL MedIm 33 19 0 15 Mar 2022
RestainNet: a self-supervised digital re-stainer for stain normalization Bingchao Zhao Jiatai Lin C. Liang Zongjian Yi Xin Chen ... Weihao Qiu Dan Li Li Liang Chu Han Zaiyi Liu 17 26 0 28 Feb 2022
Transformers in Medical Image Analysis: A Review Kelei He Chen Gan Zhuoyuan Li I. Rekik Zihao Yin Wen Ji Yang Gao Qian Wang Junfeng Zhang Dinggang Shen ViT MedIm 28 255 0 24 Feb 2022
Deep Learning for Computational Cytology: A Survey Hao Jiang Yanning Zhou Yi-Mou Lin R. Chan Jiangshu Liu Hao Chen 27 75 0 10 Feb 2022
HistoKT: Cross Knowledge Transfer in Computational Pathology Ryan Zhang Jiadai Zhu Stephen Yang Mahdi S. Hosseini A. Genovese Lina Chen C. Rowsell S. Damaskinos Sonal Varma Konstantinos N. Plataniotis 29 9 0 27 Jan 2022
AI-based Carcinoma Detection and Classification Using Histopathological Images: A Systematic Review Swathi C. Prabhu K. Prasad Antonio Robels-Kelly Xuequan Lu 16 38 0 18 Jan 2022
CoNIC: Colon Nuclei Identification and Counting Challenge 2022 S. Graham Mostafa Jahanifar Q. Vu G. Hadjigeorghiou Thomas Leech David R. J. Snead S. Raza F. Minhas Nasir M. Rajpoot 25 64 0 29 Nov 2021
Improving Fractal Pre-training Connor Anderson Ryan Farrell 88 27 0 06 Oct 2021
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer Haonan Wang Peng Cao Jiaqi Wang Osmar R. Zaiane MedIm ViT 129 712 0 09 Sep 2021
Lizard: A Large-Scale Dataset for Colonic Nuclear Instance Segmentation and Classification S. Graham Mostafa Jahanifar A. Azam M. Nimir Yee Wah Tsang ... S. Raza H. Eldaly K. Gopalakrishnan David R. J. Snead Nasir M. Rajpoot 32 124 0 25 Aug 2021
Sharp U-Net: Depthwise Convolutional Network for Biomedical Image Segmentation H. Zunair A. Ben Hamza SSeg MDE 15 224 0 26 Jul 2021
The Medical Segmentation Decathlon Michela Antonelli Annika Reinke Spyridon Bakas Keyvan Farahani AnnetteKopp-Schneider ... Zhanwei Xu Yefeng Zheng Amber L. Simpson Lena Maier-Hein M. Jorge Cardoso OOD 69 951 0 10 Jun 2021
Pyramid Medical Transformer for Medical Image Segmentation Zhuangzhuang Zhang Weixiong Zhang ViT MedIm 19 46 0 29 Apr 2021
Quantization of Deep Neural Networks for Accurate Edge Computing Wentao Chen Hailong Qiu Zhuang Jian Chutong Zhang Yu Hu Qing Lu Tianchen Wang Yiyu Shi Meiping Huang Xiaowe Xu 52 21 0 25 Apr 2021
Learning Whole-Slide Segmentation from Inexact and Incomplete Labels using Tissue Graphs Valentin Anklin Pushpak Pati Guillaume Jaume Behzad Bozorgtabar Antonio Foncubierta-Rodríguez Jean-Philippe Thiran M. Sibony M. Gabrani O. Goksel 59 38 0 04 Mar 2021
Unlabeled Data Guided Semi-supervised Histopathology Image Segmentation Hongxiao Wang Hao Zheng Jianxu Chen Lin Yang Yizhe Zhang Danny Chen MedIm 28 4 0 17 Dec 2020
Self supervised contrastive learning for digital histopathology Ozan Ciga Tony Xu Anne L. Martel SSL 114 307 0 27 Nov 2020