DiffMix: Diffusion Model-based Data Synthesis for Nuclei Segmentation
and Classification in Imbalanced Pathology Image Datasets

DiffMix: Diffusion Model-based Data Synthesis for Nuclei Segmentation and Classification in Imbalanced Pathology Image Datasets

25 June 2023

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Papers citing "DiffMix: Diffusion Model-based Data Synthesis for Nuclei Segmentation and Classification in Imbalanced Pathology Image Datasets"

16 / 16 papers shown

Title
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency Regularization Zijie Fang Yifeng Wang Peizhang Xie Zhi Wang Yongbing Zhang 174 1 0 31 Dec 2024
Mask-guided cross-image attention for zero-shot in-silico histopathologic image generation with a diffusion model Dominik Winter Nicolas Triltsch Marco Rosati Anatoliy Shumilov Ziya Kokaragac ... T. Padel L. S. Monasor Ross Hill Markus Schick N. Brieu DiffM MedIm 106 3 0 16 Jul 2024
GradMix for nuclei segmentation and classification in imbalanced pathology image datasets Tan N. N. Doan Kyungeun Kim Boram Song J. T. Kwak 59 9 0 24 Oct 2022
SIAN: Style-Guided Instance-Adaptive Normalization for Multi-Organ Histopathology Image Synthesis Haotian Wang Min Xian Aleksandar Vakanski Bryar Shareef MedIm 87 6 0 02 Sep 2022
InsMix: Towards Realistic Generative Data Augmentation for Nuclei Instance Segmentation Yi Lin Zeyu Wang Kwang-Ting Cheng Hao Chen MedIm 39 27 0 30 Jun 2022
Semantic Image Synthesis via Diffusion Models Weilun Wang Weilun Wang Wen-gang Zhou Dongdong Chen Dong Chen Lu Yuan Houqiang Li DiffM 353 178 0 30 Jun 2022
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models Alex Nichol Prafulla Dhariwal Aditya A. Ramesh Pranav Shyam Pamela Mishkin Bob McGrew Ilya Sutskever Mark Chen 381 3,630 0 20 Dec 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 310 7,971 0 11 May 2021
A Comprehensive Review of Computer-aided Whole-slide Image Analysis: from Datasets to Feature Extraction, Segmentation, Classification, and Detection Approaches Chen Li Xintong Li M. Rahaman Xirong Li Hongzan Sun ... Yong Zhang Xiaoqi Li Jian Wu Yudong Yao M. Grzegorzek 99 198 0 21 Feb 2021
Improved Denoising Diffusion Probabilistic Models Alex Nichol Prafulla Dhariwal DiffM 354 3,728 0 18 Feb 2021
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 304 7,500 0 06 Oct 2020
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 629 4,814 0 13 May 2019
Micro-Net: A unified model for segmentation of various objects in microscopy images S. Raza Linda Cheung Muhammad Shaban S. Graham David B. A. Epstein S. Pelengaris Michael Khan Nasir M. Rajpoot SSeg 44 242 0 22 Apr 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 316 9,815 0 25 Oct 2017
Improved Regularization of Convolutional Neural Networks with Cutout Terrance Devries Graham W. Taylor 137 3,775 0 15 Aug 2017
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 435 18,361 0 27 May 2016