Deep Weakly-Supervised Learning Methods for Classification and
Localization in Histology Images: A Survey

Deep Weakly-Supervised Learning Methods for Classification and Localization in Histology Images: A Survey

8 September 2019

Soufiane Belharbi

Jose Dolz

Ismail Ben Ayed

Papers citing "Deep Weakly-Supervised Learning Methods for Classification and Localization in Histology Images: A Survey"

13 / 13 papers shown

Title
CoLo-CAM: Class Activation Mapping for Object Co-Localization in Weakly-Labeled Unconstrained Videos Soufiane Belharbi Shakeeb Murtaza M. Pedersoli Ismail Ben Ayed Luke McCaffrey Eric Granger WSOL 47 4 0 28 Jan 2025
TeD-Loc: Text Distillation for Weakly Supervised Object Localization Shakeeb Murtaza Soufiane Belharbi M. Pedersoli Eric Granger WSOL VLM 89 1 0 22 Jan 2025
Snuffy: Efficient Whole Slide Image Classifier Hossein Jafarinia Alireza Alipanah Danial Hamdi Saeed Razavi Nahal Mirzaie M. Rohban 3DH 36 1 0 15 Aug 2024
Rethinking Multiple Instance Learning for Whole Slide Image Classification: A Good Instance Classifier is All You Need Linhao Qu Yingfan Ma Xiao-Zhuo Luo Manning Wang Zhijian Song VLM 19 15 0 05 Jul 2023
TPMIL: Trainable Prototype Enhanced Multiple Instance Learning for Whole Slide Image Classification Litao Yang Deval Mehta Sidong Liu Dwarikanath Mahapatra A. Di Ieva Zongyuan Ge 24 5 0 01 May 2023
Bi-directional Weakly Supervised Knowledge Distillation for Whole Slide Image Classification Linhao Qu Xiao-Zhuo Luo Manning Wang Zhijian Song WSOD 15 57 0 07 Oct 2022
Discriminative Sampling of Proposals in Self-Supervised Transformers for Weakly Supervised Object Localization Shakeeb Murtaza Soufiane Belharbi M. Pedersoli Aydin Sarraf Eric Granger ViT WSOL 46 15 0 09 Sep 2022
TCAM: Temporal Class Activation Maps for Object Localization in Weakly-Labeled Unconstrained Videos Soufiane Belharbi Ismail Ben Ayed Luke McCaffrey Eric Granger WSOL 26 12 0 30 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 15 56 0 18 Aug 2022
DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification Linhao Qu Xiao-Zhuo Luo Shaolei Liu Manning Wang Zhijian Song VLM 14 53 0 17 Jun 2022
F-CAM: Full Resolution Class Activation Maps via Guided Parametric Upscaling Soufiane Belharbi Aydin Sarraf M. Pedersoli Ismail Ben Ayed Luke McCaffrey Eric Granger WSOL 23 30 0 15 Sep 2021
A Survey on Neural Network Interpretability Yu Zhang Peter Tiño A. Leonardis K. Tang FaML XAI 129 654 0 28 Dec 2020
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 278 10,544 0 19 Feb 2017