Title
A Clinical Benchmark of Public Self-Supervised Pathology Foundation Models Gabriele Campanella Shengjia Chen Ruchika Verma Jennifer Zeng A. Stock ... Kuan-lin Huang Ricky Kwan Jane Houldsworth Adam J. Schoenfeld Chad M. Vanderbilt AI4MH OOD LM&MA 74 23 0 09 Jul 2024
Why is the winner the best? Matthias Eisenmann Annika Reinke V. Weru M. Tizabi Fabian Isensee ... Zixuan Zhao Klaus Maier-Hein Paul F. Jäger A. Kopp-Schneider Lena Maier-Hein 63 23 0 30 Mar 2023
SynCLay: Interactive Synthesis of Histology Images from Bespoke Cellular Layouts Srijay Deshpande Muhammad Dawood F. Minhas Nasir M. Rajpoot MedIm 52 11 0 28 Dec 2022
Giga-SSL: Self-Supervised Learning for Gigapixel Images Tristan Lazard Marvin Lerousseau Etienne Decencière Thomas Walter 64 19 0 06 Dec 2022
Federated Stain Normalization for Computational Pathology Nicolas Wagner Moritz Fuchs Yuri Tolkach Anirban Mukhopadhyay OOD FedML MedIm 70 12 0 29 Sep 2022
Stain Based Contrastive Co-training for Histopathological Image Analysis Bodong Zhang Beatrice Knudsen Deepika Sirohi Alessandro Ferrero Tolga Tasdizen SSL 62 5 0 24 Jun 2022
ULTRA: Uncertainty-aware Label Distribution Learning for Breast Tumor Cellularity Assessment Xiangyu Li Xin Liang Gongning Luo Wei Wang Kuanquan Wang Shuo Li 36 8 0 14 Jun 2022
Mitosis domain generalization in histopathology images -- The MIDOG challenge Marc Aubreville N. Stathonikos C. Bertram Robert Klopleisch N. T. ter Hoeve ... A. Khademi Sen Yang Xiyue Wang M. Veta Katharina Breininger 67 98 0 06 Apr 2022
Hospital-Agnostic Image Representation Learning in Digital Pathology Milad Sikaroudi Shahryar Rahnamayan H. R. Tizhoosh OOD 50 8 0 05 Apr 2022
One Model is All You Need: Multi-Task Learning Enables Simultaneous Histology Image Segmentation and Classification S. Graham Q. Vu Mostafa Jahanifar Shan E Ahmed Raza F. Minhas David R. J. Snead Nasir M. Rajpoot MedIm 61 87 0 28 Feb 2022
Handcrafted Histological Transformer (H2T): Unsupervised Representation of Whole Slide Images Q. Vu K. Rajpoot S. Raza Nasir M. Rajpoot ViT MedIm 55 33 0 14 Feb 2022
REET: Robustness Evaluation and Enhancement Toolbox for Computational Pathology Alex Foote Amina Asif Nasir M. Rajpoot F. Minhas 41 7 0 28 Jan 2022
Avoiding Overfitting: A Survey on Regularization Methods for Convolutional Neural Networks C. F. G. Santos João Paulo Papa 67 227 0 10 Jan 2022
A Style and Semantic Memory Mechanism for Domain Generalization Yang Chen Yu Wang Yingwei Pan Ting Yao Xinmei Tian Tao Mei 60 41 0 14 Dec 2021
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 61 68 0 29 Nov 2021
Stain-Robust Mitotic Figure Detection for the Mitosis Domain Generalization Challenge Mostafa Jahanifar A. Shephard Neda Zamani Tajeddin R. M. S. Bashir M. Bilal S. Khurram F. Minhas Nasir M. Rajpoot OOD 46 21 0 02 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 65 129 0 25 Aug 2021
L1-regularized neural ranking for risk stratification and its application to prediction of time to distant metastasis in luminal node negative chemotherapy naïve breast cancer patients F. Minhas M. Toss N. Wahab E. Rakha Nasir M. Rajpoot 32 4 0 23 Aug 2021
Probeable DARTS with Application to Computational Pathology Sheyang Tang Mahdi S. Hosseini Lina Chen Sonal Varma C. Rowsell S. Damaskinos Konstantinos N. Plataniotis Zhou Wang 53 4 0 16 Aug 2021
Generalizing Nucleus Recognition Model in Multi-source Images via Pruning Jiatong Cai Chenglu Zhu C. Cui Honglin Li Tong Wu Shichuan Zhang Lin Yang 45 8 0 06 Jul 2021
Cells are Actors: Social Network Analysis with Classical ML for SOTA Histology Image Classification Neda Zamanitajeddin Mostafa Jahanifar Nasir M. Rajpoot MedIm 49 9 0 29 Jun 2021
Semantic annotation for computational pathology: Multidisciplinary experience and best practice recommendations N. Wahab I. Miligy K. Dodd H. Sahota M. Toss ... K. Gopalakrishnan David R. J. Snead E. Rakha Nasir M. Rajpoot F. Minhas 41 53 0 25 Jun 2021
A Systematic Collection of Medical Image Datasets for Deep Learning Johann Li Guangming Zhu Cong Hua Mingtao Feng Basheer Bennamoun ... Xu Xu Lin Mei Liang Zhang Syed Afaq Ali Shah Bennamoun OOD 91 53 0 24 Jun 2021
Invariance Principle Meets Information Bottleneck for Out-of-Distribution Generalization Kartik Ahuja Ethan Caballero Dinghuai Zhang Jean-Christophe Gagnon-Audet Yoshua Bengio Ioannis Mitliagkas Irina Rish OOD 62 268 0 11 Jun 2021
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization Daehee Kim Seunghyun Park Jinkyu Kim Jaekoo Lee OOD SSL 125 270 0 20 Apr 2021
Quantifying the Scanner-Induced Domain Gap in Mitosis Detection Marc Aubreville C. Bertram M. Veta R. Klopfleisch N. Stathonikos Katharina Breininger N. T. ter Hoeve F. Ciompi Andreas Maier 34 24 0 30 Mar 2021
Generalizing to Unseen Domains: A Survey on Domain Generalization Jindong Wang Cuiling Lan Chang-Shu Liu Yidong Ouyang Tao Qin Wang Lu Yiqiang Chen Wenjun Zeng Philip S. Yu OOD 217 1,223 0 02 Mar 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 131 555 0 18 Feb 2021
Towards Histopathological Stain Invariance by Unsupervised Domain Augmentation using Generative Adversarial Networks Jelica Vasiljević Friedrich Feuerhake Cédric Wemmert T. Lampert GAN OOD MedIm 28 40 0 22 Dec 2020
WILDS: A Benchmark of in-the-Wild Distribution Shifts Pang Wei Koh Shiori Sagawa Henrik Marklund Sang Michael Xie Marvin Zhang ... A. Kundaje Emma Pierson Sergey Levine Chelsea Finn Percy Liang OOD 183 1,434 0 14 Dec 2020
Gradient Starvation: A Learning Proclivity in Neural Networks Mohammad Pezeshki Sekouba Kaba Yoshua Bengio Aaron Courville Doina Precup Guillaume Lajoie MLT 128 266 0 18 Nov 2020
A Survey on Contrastive Self-supervised Learning Ashish Jaiswal Ashwin Ramesh Babu Mohammad Zaki Zadeh Debapriya Banerjee F. Makedon SSL 127 1,394 0 31 Oct 2020
Learning explanations that are hard to vary Giambattista Parascandolo Alexander Neitz Antonio Orvieto Luigi Gresele Bernhard Schölkopf FAtt 63 185 0 01 Sep 2020
Deep learning-based transformation of the H&E stain into special stains Kevin de Haan Yijie Zhang Jonathan E. Zuckerman Tairan Liu Anthony Sisk ... Sarah Zhang Rana Riahi Y. Rivenson W. D. Wallace Aydogan Ozcan MedIm 26 225 0 20 Aug 2020
Self-Path: Self-supervision for Classification of Pathology Images with Limited Annotations Navid Alemi Koohbanani Balagopal Unnikrishnan S. Khurram Pavitra Krishnaswamy Nasir M. Rajpoot SSL 80 166 0 12 Aug 2020
Self-Challenging Improves Cross-Domain Generalization Zeyi Huang Haohan Wang Eric Xing Dong Huang OOD 93 631 0 05 Jul 2020
In Search of Lost Domain Generalization Ishaan Gulrajani David Lopez-Paz OOD 79 1,149 0 02 Jul 2020
Meta-Learning in Neural Networks: A Survey Timothy M. Hospedales Antreas Antoniou P. Micaelli Amos Storkey OOD 393 1,979 0 11 Apr 2020
A Survey of Convolutional Neural Networks: Analysis, Applications, and Prospects Zewen Li Wenjie Yang Shouheng Peng Fan Liu HAI 3DV 101 2,720 0 01 Apr 2020
Domain Adaptive Ensemble Learning Kaiyang Zhou Yongxin Yang Yu Qiao Tao Xiang OOD 197 279 0 16 Mar 2020
Improve Unsupervised Domain Adaptation with Mixup Training Shen Yan Huan Song Nanxiang Li Lincan Zou Liu Ren 81 234 0 03 Jan 2020
Deep neural network models for computational histopathology: A survey C. Srinidhi Ozan Ciga Anne L. Martel AI4CE 130 580 0 28 Dec 2019
Pathomic Fusion: An Integrated Framework for Fusing Histopathology and Genomic Features for Cancer Diagnosis and Prognosis Richard J. Chen Ming Y. Lu Jingwen Wang Drew F. K. Williamson S. Rodig N. Lindeman Faisal Mahmood 65 407 0 18 Dec 2019
Lung and Colon Cancer Histopathological Image Dataset (LC25000) MD Andrew A. Borkowski MD PhD2 Marilyn M. Bui MD L. Brannon Thomas MT1 Catherine P. Wilson RN1 Lauren A. DeLand MD1 Stephen M. Mastorides LM&MA MedIm 46 233 0 16 Dec 2019
Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization Shiori Sagawa Pang Wei Koh Tatsunori B. Hashimoto Percy Liang OOD 108 1,243 0 20 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 204 12,085 0 13 Nov 2019
Self-training with Noisy Student improves ImageNet classification Qizhe Xie Minh-Thang Luong Eduard H. Hovy Quoc V. Le NoLa 307 2,387 0 11 Nov 2019
Domain Generalization via Multidomain Discriminant Analysis Shoubo Hu Kun Zhang Zhitang Chen L. Chan OOD AI4CE 69 110 0 25 Jul 2019
Invariant Risk Minimization Martín Arjovsky Léon Bottou Ishaan Gulrajani David Lopez-Paz OOD 192 2,229 0 05 Jul 2019
DIVA: Domain Invariant Variational Autoencoders Maximilian Ilse Jakub M. Tomczak Christos Louizos Max Welling DRL OOD 75 202 0 24 May 2019