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

Title
MSDM: Generating Task-Specific Pathology Images with a Multimodal Conditioned Diffusion Model for Cell and Nuclei Segmentation Dominik Winter Mai Bui Monica Azqueta Gavaldon Nicolas Triltsch Marco Rosati N. Brieu MedIm 143 0 0 10 Oct 2025
TRACE: Temporally Reliable Anatomically-Conditioned 3D CT Generation with Enhanced EfficiencyInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Minye Shao Xingyu Miao Haoran Duan Zeyu Wang Jingkun Chen Yawen Huang Xian Wu Jingjing Deng Yang Long Yefeng Zheng DiffM MedIm 75 2 0 01 Jul 2025
Synthetic Data Augmentation using Pre-trained Diffusion Models for Long-tailed Food Image Classification GaYeon Koh Hyun-Jic Oh Jeonghyun Noh Won-Ki Jeong DiffM 190 2 0 02 Jun 2025
Content Generation Models in Computational Pathology: A Comprehensive Survey on Methods, Applications, and Challenges Yuan Zhang Xinfeng Zhang Xiaoming Qi Xinyu Wu Xinyu Wu Feng Chen Guanyu Yang Huazhu Fu MedIm LM&MA AI4CE 438 1 0 16 May 2025
Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Abdullah Wei Chen Ickjai Lee Euijoon Ahn MedIm 412 1 0 09 May 2025
Instance Migration Diffusion for Nuclear Instance Segmentation in Pathology Lirui Qi Hongliang He Tong Wang Siwei Feng Guohong Fu MedIm 168 0 0 02 Apr 2025
GAITGen: Disentangled Motion-Pathology Impaired Gait Generative Model -- Bringing Motion Generation to the Clinical Domain Vida Adeli Soroush Mehraban Majid Mirmehdi Alan Whone Benjamin Filtjens Amirhossein Dadashzadeh A. Fasano Andrea Iaboni Babak Taati Babak Taati 311 3 0 28 Mar 2025
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency RegularizationIEEE Transactions on Medical Imaging (IEEE TMI), 2024 Zijie Fang Yifeng Wang Peizhang Xie Zhi Wang Yongbing Zhang 437 5 0 31 Dec 2024
Comparative Analysis of Diffusion Generative Models in Computational Pathology Denisha Thakkar Vincent Quoc-Huy Trinh Sonal Varma Samira Ebrahimi Kahou Hassan Rivaz Mahdi S. Hosseini MedIm 233 1 0 24 Nov 2024
AdaptDiff: Cross-Modality Domain Adaptation via Weak Conditional Semantic Diffusion for Retinal Vessel Segmentation Dewei Hu Hao Li Han Liu Jiacheng Wang Xing Yao Daiwei Lu Ipek Oguz MedIm 178 3 0 06 Oct 2024
Histo-Diffusion: A Diffusion Super-Resolution Method for Digital Pathology with Comprehensive Quality Assessment Xuan Xu S. Kapse Prateek Prasanna MedIm 131 6 0 27 Aug 2024
Co-synthesis of Histopathology Nuclei Image-Label Pairs using a Context-Conditioned Joint Diffusion Model Seonghui Min Hyunwoo Oh Won-Ki Jeong DiffM MedIm 291 6 0 19 Jul 2024
Controllable and Efficient Multi-Class Pathology Nuclei Data Augmentation using Text-Conditioned Diffusion Models Hyunwoo Oh Won-Ki Jeong MedIm 198 11 0 19 Jul 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 411 2 0 16 Jul 2024
An Organism Starts with a Single Pix-Cell: A Neural Cellular Diffusion for High-Resolution Image Synthesis Marawan Elbatel Konstantinos Kamnitsas Xuelong Li MedIm DiffM 210 2 0 03 Jul 2024
Contrastive-Adversarial and Diffusion: Exploring pre-training and fine-tuning strategies for sulcal identification Michail Mamalakis Héloïse de Vareilles Shun-Chin Jim Wu Ingrid Agartz L. Morch-Johnsen Jane R. Garrison Jon S. Simons Pietro Lio J. Suckling Graham K Murray 217 0 0 29 May 2024
An Ordinal Diffusion Model for Generating Medical Images with Different Severity Levels Shumpei Takezaki Seiichi Uchida DiffM MedIm 114 5 0 01 Mar 2024
Combining Datasets with Different Label Sets for Improved Nucleus Segmentation and ClassificationInternational Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC), 2023 Amruta Parulekar Utkarsh Kanwat R. Gupta Medha Chippa Thomas Jacob Tripti Bameta Swapnil Rane Amit Sethi AI4CE 167 2 0 05 Oct 2023
AI-Generated Images as Data Source: The Dawn of Synthetic Era Zuhao Yang Fangneng Zhan Kunhao Liu Muyu Xu Shijian Lu EGVM 407 27 0 03 Oct 2023
Recent Advances in Generative AI for Healthcare Applications Yasin Shokrollahi Sahar Yarmohammadtoosky Wenxi Liu Pengfei Dong Matthew M. Nikahd Linxia Gu Xianqi Li L. Gu MedIm AI4CE 303 22 0 01 Oct 2023
Semantic Image Synthesis via Diffusion Models Weilun Wang Weilun Wang Wen-gang Zhou Dongdong Chen Dong Chen Lu Yuan Houqiang Li DiffM 733 200 0 30 Jun 2022