One Model is All You Need: Multi-Task Learning Enables Simultaneous
Histology Image Segmentation and Classification

One Model is All You Need: Multi-Task Learning Enables Simultaneous Histology Image Segmentation and Classification

28 February 2022

Mostafa Jahanifar

Shan E Ahmed Raza

David R. J. Snead

Nasir M. Rajpoot

Papers citing "One Model is All You Need: Multi-Task Learning Enables Simultaneous Histology Image Segmentation and Classification"

9 / 9 papers shown

Title
A Multi-Stage Auto-Context Deep Learning Framework for Tissue and Nuclei Segmentation and Classification in H&E-Stained Histological Images of Advanced Melanoma Nima Torbati Anastasia Meshcheryakova Diana Mechtcheriakova Amirreza Mahbod 44 0 0 31 Mar 2025
ModalTune: Fine-Tuning Slide-Level Foundation Models with Multi-Modal Information for Multi-task Learning in Digital Pathology Vishwesh Ramanathan Tony Xu Pushpak Pati Faruk Ahmed Maged Goubran Anne L. Martel 48 0 0 21 Mar 2025
Leveraging Weak Supervision for Cell Localization in Digital Pathology Using Multitask Learning and Consistency Loss Berke Levent Cesur Ayse Humeyra Dur Karasayar Pinar Bulutay Nilgun Kapucuoglu Cisel Aydin Mericoz ... Javidan Osmanli Burhan Soner Yetkili Ibrahim Kulac C. Koyuncu Cigdem Demir 74 0 0 19 Dec 2024
Maximising Histopathology Segmentation using Minimal Labels via Self-Supervision Zeeshan Nisar T. Lampert 68 0 0 19 Dec 2024
Tissue Concepts: supervised foundation models in computational pathology Till Nicke Jan Raphael Schaefer Henning Hoefener Friedrich Feuerhake Dorit Merhof Fabian Kiessling Johannes Lotz MedIm 47 0 0 05 Sep 2024
Domain Generalization in Computational Pathology: Survey and Guidelines Mostafa Jahanifar M. Raza Kesi Xu T. Vuong R. Jewsbury ... Neda Zamanitajeddin Jin Tae Kwak S. Raza F. Minhas Nasir M. Rajpoot OOD 28 17 0 30 Oct 2023
MoMA: Momentum Contrastive Learning with Multi-head Attention-based Knowledge Distillation for Histopathology Image Analysis T. Vuong J. T. Kwak 38 6 0 31 Aug 2023
Deep Learning in Breast Cancer Imaging: A Decade of Progress and Future Directions Luyang Luo Xi Wang Yi-Mou Lin Xiaoqi Ma Andong Tan R. Chan V. Vardhanabhuti W. C. Chu Kwang-Ting Cheng Hao Chen 33 50 0 13 Apr 2023
PanNuke Dataset Extension, Insights and Baselines Jevgenij Gamper Navid Alemi Koohbanani Ksenija Benes S. Graham Mostafa Jahanifar S. Khurram A. Azam K. Hewitt Nasir M. Rajpoot 121 174 0 24 Mar 2020