Constrained Deep Weak Supervision for Histopathology Image Segmentation

3 January 2017

Yan Xu

Papers citing "Constrained Deep Weak Supervision for Histopathology Image Segmentation"

39 / 39 papers shown

Title
Implicit Bias in Matrix Factorization and its Explicit Realization in a New Architecture Yikun Hou Suvrit Sra A. Yurtsever 34 0 0 28 Jan 2025
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency Regularization Zijie Fang Yifeng Wang Peizhang Xie Zhi Wang Yongbing Zhang 46 0 0 31 Dec 2024
Enhancing Weakly-Supervised Histopathology Image Segmentation with Knowledge Distillation on MIL-Based Pseudo-Labels Yinsheng He Xingyu Li Roger J. Zemp VLM 41 0 0 14 Jul 2024
Hierarchical learning, forecasting coherent spatio-temporal individual and aggregated building loads J. Leprince H. Madsen J. Møller W. Zeiler 30 6 0 30 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
Weakly-supervised detection of AMD-related lesions in color fundus images using explainable deep learning José Morano Álvaro S. Hervella J. Rouco Jorge Novo José I. Fernández-Vigo M. Ortega MedIm 32 13 0 01 Dec 2022
A comprehensive survey on recent deep learning-based methods applied to surgical data Mansoor Ali Rafael Martinez Garcia Peña Gilberto Ochoa-Ruiz Sharib Ali 30 6 0 03 Sep 2022
OCTAve: 2D en face Optical Coherence Tomography Angiography Vessel Segmentation in Weakly-Supervised Learning with Locality Augmentation Amrest Chinkamol Vetit Kanjaras Phattarapong Sawangjai Yitian Zhao Thapanun Sudhawiyangkul C. Chantrapornchai Cuntai Guan Theerawit Wilaiprasitporn 41 7 0 25 Jul 2022
Attention-based Dynamic Subspace Learners for Medical Image Analysis V. SukeshAdiga Jose Dolz H. Lombaert 21 1 0 18 Jun 2022
Differentiable Zooming for Multiple Instance Learning on Whole-Slide Images Kevin Thandiackal Boqi Chen Pushpak Pati Guillaume Jaume Drew F. K. Williamson M. Gabrani O. Goksel 22 43 0 26 Apr 2022
WSSS4LUAD: Grand Challenge on Weakly-supervised Tissue Semantic Segmentation for Lung Adenocarcinoma Chu Han Xipeng Pan Lixu Yan Huan Lin Bingbing Li ... Chengda Lu Xin Chen C. Liang Qingling Zhang Zaiyi Liu 33 28 0 13 Apr 2022
Constrained unsupervised anomaly segmentation Julio Silva-Rodríguez Valery Naranjo Jose Dolz 18 23 0 03 Mar 2022
NFANet: A Novel Method for Weakly Supervised Water Extraction from High-Resolution Remote Sensing Imagery Ming Lu Leyuan Fang Muxing Li Bob Zhang Yi Zhang Pedram Ghamisi 37 30 0 10 Jan 2022
Multi-Layer Pseudo-Supervision for Histopathology Tissue Semantic Segmentation using Patch-level Classification Labels Chu Han Jiatai Lin Jinhai Mai Yi Wang Qingling Zhang ... Zeyan Xu Xiaomei Huang Guoqiang Han Chang-xiu Liang Zaiyi Liu 32 89 0 14 Oct 2021
Label Cleaning Multiple Instance Learning: Refining Coarse Annotations on Single Whole-Slide Images Zhenzhen Wang Carla Saoud A. Popel Aaron W. James Aleksander S. Popel Jeremias Sulam 21 21 0 22 Sep 2021
Looking at the whole picture: constrained unsupervised anomaly segmentation Julio Silva-Rodríguez Valery Naranjo Jose Dolz 27 5 0 01 Sep 2021
Source-Free Domain Adaptation for Image Segmentation M. Bateson H. Kervadec Jose Dolz H. Lombaert Ismail Ben Ayed OOD MedIm 129 65 0 06 Aug 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
Weakly-Supervised Cross-Domain Adaptation for Endoscopic Lesions Segmentation Jiahua Dong Yang Cong Gan Sun Yunsheng Yang Xiaowei Xu Zhengming Ding MedIm 30 36 0 08 Dec 2020
Physics-constrained Deep Learning of Multi-zone Building Thermal Dynamics Ján Drgoňa Aaron Tuor V. Chandan D. Vrabie AI4CE 27 115 0 11 Nov 2020
A Multi-resolution Model for Histopathology Image Classification and Localization with Multiple Instance Learning Jiayun Li Wenyuan Li Anthony Sisk Huihui Ye W. D. Wallace W. Speier C. Arnold 24 107 0 05 Nov 2020
Bounding boxes for weakly supervised segmentation: Global constraints get close to full supervision H. Kervadec Jose Dolz Shanshan Wang Eric Granger Ismail Ben Ayed 22 84 0 14 Apr 2020
Fast and Three-rious: Speeding Up Weak Supervision with Triplet Methods Daniel Y. Fu Mayee F. Chen Frederic Sala Sarah Hooper Kayvon Fatahalian Christopher Ré OffRL 28 111 0 27 Feb 2020
A Comprehensive Analysis of Weakly-Supervised Semantic Segmentation in Different Image Domains Lyndon Chan Mahdi S. Hosseini Konstantinos N. Plataniotis 29 97 0 24 Dec 2019
Multi-Resolution Weak Supervision for Sequential Data Frederic Sala P. Varma Jason Alan Fries Daniel Y. Fu Shiori Sagawa ... A. Ramamoorthy K. Xiao Kayvon Fatahalian J. Priest Christopher Ré NoLa 14 28 0 21 Oct 2019
Deep Weakly-Supervised Learning Methods for Classification and Localization in Histology Images: A Survey Jérôme Rony Soufiane Belharbi Jose Dolz Ismail Ben Ayed Luke McCaffrey Eric Granger 25 70 0 08 Sep 2019
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation Nima Tajbakhsh Laura Jeyaseelan Q. Li J. Chiang Zhihao Wu Xiaowei Ding 33 751 0 27 Aug 2019
Multiple instance dense connected convolution neural network for aerial image scene classification Qi Bi K. Qin Zhili Li Han Zhang Kai Xu 30 110 0 22 Aug 2019
Semantic-Transferable Weakly-Supervised Endoscopic Lesions Segmentation Jiahua Dong Yang Cong Gan Sun Dongdong Hou MedIm 27 48 0 21 Aug 2019
Automatic acute ischemic stroke lesion segmentation using semi-supervised learning Bin Zhao Shuxue Ding Hong Wu Guohua Liu Chen Cao Song Jin Zhiyang Liu 10 10 0 10 Aug 2019
Constrained domain adaptation for Image segmentation M. Bateson Jose Dolz H. Kervadec H. Lombaert Ismail Ben Ayed GAN 26 25 0 08 Aug 2019
Automated Classification of Histopathology Images Using Transfer Learning Muhammed Talo MedIm 17 122 0 24 Mar 2019
Weakly Supervised Convolutional LSTM Approach for Tool Tracking in Laparoscopic Videos C. Nwoye Didier Mutter J. Marescaux N. Padoy 27 121 0 04 Dec 2018
Weakly-Supervised Learning for Tool Localization in Laparoscopic Videos Armine Vardazaryan Didier Mutter J. Marescaux N. Padoy 19 60 0 14 Jun 2018
Multiple Instance Learning for Heterogeneous Images: Training a CNN for Histopathology Heather D. Couture J. S. Marron C. Perou M. Troester Marc Niethammer 3DH 25 61 0 13 Jun 2018
Constrained-CNN losses for weakly supervised segmentation H. Kervadec Jose Dolz Meng Tang Eric Granger Yuri Boykov Ismail Ben Ayed 27 239 0 12 May 2018
Not-so-supervised: a survey of semi-supervised, multi-instance, and transfer learning in medical image analysis V. Cheplygina Marleen de Bruijne J. Pluim 16 745 0 17 Apr 2018
Weakly Supervised Medical Diagnosis and Localization from Multiple Resolutions L. Yao Jordan Prosky Eric Poblenz Ben Covington Kevin Lyman 26 120 0 21 Mar 2018
Self-Learning to Detect and Segment Cysts in Lung CT Images without Manual Annotation Ling Zhang Vissagan Gopalakrishnan Le Lu Ronald M. Summers J. Moss Jianhua Yao MedIm 29 38 0 25 Jan 2018