A Closer Look at Domain Shift for Deep Learning in Histopathology

25 September 2019

Papers citing "A Closer Look at Domain Shift for Deep Learning in Histopathology"

26 / 26 papers shown

Title
UWarp: A Whole Slide Image Registration Pipeline to Characterize Scanner-Induced Local Domain Shift Antoine Schieb Bilal Hadjadji Daniel Tshokola Mweze Natalia Fernanda Valderrama V. Derangère L. Arnould S. Ladoire A. Lalande Louis-Oscar Morel Nathan Vinçon OOD 84 0 0 26 Mar 2025
Domain-Adaptive Neural Posterior Estimation for Strong Gravitational Lens Analysis Paxson Swierc Marcos Tamargo-Arizmendi A. Ćiprijanović Brian D. Nord 36 1 0 21 Oct 2024
Adenocarcinoma Segmentation Using Pre-trained Swin-UNet with Parallel Cross-Attention for Multi-Domain Imaging Abdul Qayyum Moona Mazher Imran Razzak Steven Niederer MedIm 36 0 0 23 Sep 2024
Geometric Data Augmentations to Mitigate Distribution Shifts in Pollen Classification from Microscopic Images Nam Cao O. Saukh 29 2 0 18 Nov 2023
Source-free Domain Adaptation Requires Penalized Diversity Laya Rafiee Sevyeri Ivaxi Sheth Farhood Farahnak Alexandre See Samira Ebrahimi Kahou T. Fevens Mohammad Havaei TTA 24 0 0 06 Apr 2023
Active Learning Based Domain Adaptation for Tissue Segmentation of Histopathological Images Saul Fuster Farbod Khoraminia T. Eftestøl T. Zuiverloon K. Engan 14 2 0 09 Mar 2023
Test Time Transform Prediction for Open Set Histopathological Image Recognition Adrian Galdran. Katherine J. Hewitt Katherine J. Hewitt Narmin L. Ghaffari Jakob N. Kather G. Carneiro M. A. G. Ballester 28 5 0 20 Jun 2022
Learning to Predict RNA Sequence Expressions from Whole Slide Images with Applications for Search and Classification Amir Safarpoor J. Hipp H. R. Tizhoosh MedIm 28 28 0 26 Mar 2022
Evaluating Generic Auto-ML Tools for Computational Pathology L. O. Schwen D. Schacherer C. Geißler A. Homeyer 45 12 0 07 Dec 2021
A benchmark with decomposed distribution shifts for 360 monocular depth estimation G. Albanis N. Zioulis Petros Drakoulis Federico Álvarez D. Zarpalas P. Daras MDE 42 0 0 01 Dec 2021
Primary Tumor and Inter-Organ Augmentations for Supervised Lymph Node Colon Adenocarcinoma Metastasis Detection Apostolia Tsirikoglou Karin Stacke Gabriel Eilertsen Jonas Unger 29 4 0 17 Sep 2021
A Pathology Deep Learning System Capable of Triage of Melanoma Specimens Utilizing Dermatopathologist Consensus as Ground Truth Sivaramakrishnan Sankarapandian S. Kohn Vaughn Spurrier S. Grullon R. Soans ... K. Motaparthi Jason B. Lee W. Shon Michael J. Bonham Julianna D. Ianni LM&MA MedIm 17 14 0 15 Sep 2021
Cascade RCNN for MIDOG Challenge Salar Razavi Fariba Dambandkhameneh D. Androutsos S. Done A. Khademi 15 0 0 02 Sep 2021
Improving Self-supervised Learning with Hardness-aware Dynamic Curriculum Learning: An Application to Digital Pathology C. Srinidhi Anne L. Martel 36 22 0 16 Aug 2021
Conditional Deep Convolutional Neural Networks for Improving the Automated Screening of Histopathological Images Gianluca Gerard M. Piastra OOD MedIm 14 2 0 29 May 2021
Cross-Modality Brain Tumor Segmentation via Bidirectional Global-to-Local Unsupervised Domain Adaptation Kelei He Wen Ji Tao Zhou Zhuoyuan Li Jing Huo Xin Zhang Yang Gao Dinggang Shen Bing-Bin Zhang Junfeng Zhang OOD 17 7 0 17 May 2021
Contour Proposal Networks for Biomedical Instance Segmentation Eric Upschulte Stefan Harmeling Katrin Amunts Timo Dickscheid 15 53 0 07 Apr 2021
An Empirical Framework for Domain Generalization in Clinical Settings Haoran Zhang Natalie Dullerud Laleh Seyyed-Kalantari Q. Morris Shalmali Joshi Marzyeh Ghassemi OOD AI4CE 29 59 0 20 Mar 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 48 532 0 18 Feb 2021
Ultrasound Scatterer Density Classification Using Convolutional Neural Networks by Exploiting Patch Statistics A. Tehrani M. Amiri I. Rosado-Méndez T. Hall H. Rivaz 9 0 0 04 Dec 2020
Survey of XAI in digital pathology Milda Pocevičiūtė Gabriel Eilertsen Claes Lundström 14 56 0 14 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 22 164 0 12 Aug 2020
FocusLiteNN: High Efficiency Focus Quality Assessment for Digital Pathology Zhongling Wang Mahdi S. Hosseini Adyn Miles Konstantinos N. Plataniotis Zhou Wang 9 17 0 11 Jul 2020
Deep neural network models for computational histopathology: A survey C. Srinidhi Ozan Ciga Anne L. Martel AI4CE 39 565 0 28 Dec 2019
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima N. Keskar Dheevatsa Mudigere J. Nocedal M. Smelyanskiy P. T. P. Tang ODL 308 2,892 0 15 Sep 2016
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 308 5,847 0 08 Jul 2016