GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification

3 March 2018

Michal Amitai

Papers citing "GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification"

50 / 299 papers shown

Title
The Application of Deep Learning for Lymph Node Segmentation: A Systematic Review Jingguo Qu Xinyang Han Man-Lik Chui Yao Pu Simon Takadiyi Gunda ... Jing Qin Ann Dorothy King Winnie Chiu-Wing Chu J. Cai Michael Tin-Cheung Ying 31 0 0 09 May 2025
FetalFlex: Anatomy-Guided Diffusion Model for Flexible Control on Fetal Ultrasound Image Synthesis Yaofei Duan Tao Tan Zhiyuan Zhu Yuhao Huang Yuanji Zhang ... Guangzhi He Linliang Yin Xuedong Deng Xin Yang Dong Ni MedIm 66 0 0 19 Mar 2025
Memory-Efficient 3D High-Resolution Medical Image Synthesis Using CRF-Guided GANs Mahshid shiri Alessandro Bruno Daniele Loiacono MedIm 3DV 42 0 0 13 Mar 2025
Flow Matching for Medical Image Synthesis: Bridging the Gap Between Speed and Quality M. Yazdani Yasamin Medghalchi Pooria Ashrafian I. Hacihaliloglu Dena Shahriari MedIm 37 0 0 01 Mar 2025
Robust Polyp Detection and Diagnosis through Compositional Prompt-Guided Diffusion Models Jia Yu Yan Zhu Peiyao Fu Tianyi Chen Junbo Huang ... Pinghong Zhou Zhihua Wang Fei Wu Shuo Wang Xian Yang MedIm 50 0 0 25 Feb 2025
Lung-DDPM: Semantic Layout-guided Diffusion Models for Thoracic CT Image Synthesis Yifan Jiang Yannick Lemaréchal Josée Bafaro Jessica Abi-Rjeile Philippe Joubert Philippe Després Venkata Manem MedIm DiffM 44 1 0 24 Feb 2025
RELICT: A Replica Detection Framework for Medical Image Generation O. U. Aydin Alexander Koch A. Hilbert Jana Rieger Felix Lohrke F. Ishida Satoru Tanioka D. Frey MedIm 54 0 0 24 Feb 2025
OCT Data is All You Need: How Vision Transformers with and without Pre-training Benefit Imaging Zihao Han Philippe De Wilde ViT 86 0 0 17 Feb 2025
Key-Exchange Convolutional Auto-Encoder for Data Augmentation in Early Knee Osteoarthritis Detection Zhe Wang A. Chetouani R. Jennane Yung Hsin Chen Yuhua Ru Fang Chen Fabian Bauer Liping Zhang Didier Hans Rachid Jennane MedIm 54 7 0 17 Jan 2025
ContRail: A Framework for Realistic Railway Image Synthesis using ControlNet Andrei-Robert Alexandrescu Razvan-Gabriel Petec Alexandru Manole Laura-Silvia Diosan DiffM 78 0 0 09 Dec 2024
Artificial Intelligence for Biomedical Video Generation Linyuan Li Jianing Qiu Anujit Saha Lin Li Poyuan Li Mengxian He Ziyu Guo Wu Yuan VGen 63 1 0 12 Nov 2024
Maximizing domain generalization in fetal brain tissue segmentation: the role of synthetic data generation, intensity clustering and real image fine-tuning Vladyslav Zalevskyi Thomas Sanchez Margaux Roulet Hélène Lajous Jordina Aviles Verdera Jana Hutter Hamza Kebiri Meritxell Bach Cuadra OOD 48 1 0 11 Nov 2024
Deep Generative Models for 3D Medical Image Synthesis Paul Friedrich Yannik Frisch P. Cattin 3DV MedIm 37 3 0 23 Oct 2024
Towards Effective Data-Free Knowledge Distillation via Diverse Diffusion Augmentation Muquan Li Dongyang Zhang Tao He Xiurui Xie Yuan-Fang Li Ke Qin 25 1 0 23 Oct 2024
Synthetic Augmentation for Anatomical Landmark Localization using DDPMs Arnela Hadzic Lea Bogensperger Simon Johannes Joham M. Urschler MedIm 29 0 0 16 Oct 2024
DiffGAN: A Test Generation Approach for Differential Testing of Deep Neural Networks Zohreh Aghababaeyan Manel Abdellatif Lionel C. Briand Ramesh S DiffM 42 0 0 15 Oct 2024
Unleashing the Potential of Synthetic Images: A Study on Histopathology Image Classification Leire Benito-Del-Valle Aitor Alvarez-Gila Itziar Eguskiza C. L. Saratxaga DiffM MedIm 39 0 0 24 Sep 2024
Enhancing Canine Musculoskeletal Diagnoses: Leveraging Synthetic Image Data for Pre-Training AI-Models on Visual Documentations Martin Thißen Thi Ngoc Diep Tran Ben Joel Schonbein Ute Trapp Barbara Esteve Ratsch Beate Egner Romana Piat Elke Hergenröther MedIm 28 0 0 12 Sep 2024
Coupling AI and Citizen Science in Creation of Enhanced Training Dataset for Medical Image Segmentation Amir Syahmi Xiangrong Lu Yinxuan Li Haoxuan Yao Hanjun Jiang Ishita Acharya Shiyi Wang Yang Nan Xiaodan Xing Guang Yang 31 0 0 04 Sep 2024
PINNs for Medical Image Analysis: A Survey C. Banerjee Kien Nguyen Olivier Salvado Truyen Tran Clinton Fookes AI4CE 31 1 0 02 Aug 2024
A dual-task mutual learning framework for predicting post-thrombectomy cerebral hemorrhage Chengbo Zang Tianyu Wang Xiaodan Xing Mianxin Liu Javad Ghaderi Z. Kostić Dinggang Shen 27 0 0 01 Aug 2024
CIResDiff: A Clinically-Informed Residual Diffusion Model for Predicting Idiopathic Pulmonary Fibrosis Progression C. Jiang Xiaodan Xing Yong Zeng Mianxin Liu Walsh Simon Yiming Xiao Dinggang Shen 31 0 0 01 Aug 2024
Mew: Multiplexed Immunofluorescence Image Analysis through an Efficient Multiplex Network Sukwon Yun Jie Peng Alexandro E. Trevino Chanyoung Park Tianlong Chen 40 1 0 25 Jul 2024
Utilizing Generative Adversarial Networks for Image Data Augmentation and Classification of Semiconductor Wafer Dicing Induced Defects Zhining Hu Tobias Schlosser Michael Friedrich André Luiz Vieira e Silva Frederik Beuth Danny Kowerko 33 1 0 24 Jul 2024
Knowledge-driven AI-generated data for accurate and interpretable breast ultrasound diagnoses Haojun Yu Youcheng Li Nan Zhang Zihan Niu Xuantong Gong ... Binghui Tang Ling Huo Qingli Zhu Yong Wang Liwei Wang MedIm 30 3 0 23 Jul 2024
Synthetic Image Learning: Preserving Performance and Preventing Membership Inference Attacks Eugenio Lomurno Matteo Matteucci MedIm 51 3 0 22 Jul 2024
Leveraging LLM-Respondents for Item Evaluation: a Psychometric Analysis Yunting Liu Shreya Bhandari Z. Pardos 30 8 0 15 Jul 2024
Leveraging Multimodal CycleGAN for the Generation of Anatomically Accurate Synthetic CT Scans from MRIs L. Crespi Samuele Camnasio D. Dei N. Lambri P. Mancosu M. Scorsetti Daniele Loiacono MedIm 43 1 0 15 Jul 2024
HoneyGAN Pots: A Deep Learning Approach for Generating Honeypots Ryan Gabrys Daniel Silva Mark Bilinski GAN 33 0 0 10 Jul 2024
RadiomicsFill-Mammo: Synthetic Mammogram Mass Manipulation with Radiomics Features Inye Na Jonghun Kim Eun Sook Ko Hyunjin Park MedIm 45 5 0 08 Jul 2024
CSI4Free: GAN-Augmented mmWave CSI for Improved Pose Classification Nabeel Nisar Bhat Rafael Berkvens Jeroen Famaey 36 1 0 26 Jun 2024
GenMix: Combining Generative and Mixture Data Augmentation for Medical Image Classification Han S. Lee Haeil Lee Helen Hong MedIm 14 1 0 31 May 2024
Method and Software Tool for Generating Artificial Databases of Biomedical Images Based on Deep Neural Networks O. Berezsky Petro B. Liashchynskyi O. Pitsun G. Melnyk GAN MedIm 37 0 0 25 May 2024
Multi-scale Semantic Prior Features Guided Deep Neural Network for Urban Street-view Image Jianshun Zeng Wang Li Yanjie Lv Shuai Gao Yuchu Qin 30 0 0 17 May 2024
A Comprehensive Survey on Data Augmentation Zaitian Wang Pengfei Wang Kunpeng Liu Pengyang Wang Yanjie Fu Chang-Tien Lu Charu Aggarwal Jian Pei Yuanchun Zhou ViT 109 22 0 15 May 2024
Synthetic Data in Radiological Imaging: Current State and Future Outlook E. Sizikova A. Badal Jana G. Delfino Miguel Lago Brandon Nelson Niloufar Saharkhiz B. Sahiner Ghada Zamzmi Aldo Badano MedIm 44 5 0 08 May 2024
HAGAN: Hybrid Augmented Generative Adversarial Network for Medical Image Synthesis Zhihan Ju Wanting Zhou Longteng Kong Yu Chen Yi Li Zhenan Sun Caifeng Shan MedIm 29 1 0 08 May 2024
A survey of synthetic data augmentation methods in computer vision A. Mumuni F. Mumuni N. K. Gerrar 39 19 0 15 Mar 2024
Understanding Test-Time Augmentation Masanari Kimura ViT 16 29 0 10 Feb 2024
Additional Look into GAN-based Augmentation for Deep Learning COVID-19 Image Classification Oleksandr Fedoruk Konrad Klimaszewski Aleksander Ogonowski Michal Kruk MedIm 31 4 0 26 Jan 2024
Advancements in eHealth Data Analytics through Natural Language Processing and Deep Learning Elena Simona Apostol Ciprian-Octavian Truică 25 0 0 19 Jan 2024
MITS-GAN: Safeguarding Medical Imaging from Tampering with Generative Adversarial Networks Giovanni Pasqualino Luca Guarnera A. Ortis Sebastiano Battiato MedIm 32 3 0 17 Jan 2024
A Self Supervised StyleGAN for Image Annotation and Classification with Extremely Limited Labels Dana Cohen Hochberg H. Greenspan Raja Giryes 29 11 0 26 Dec 2023
Prompt-Propose-Verify: A Reliable Hand-Object-Interaction Data Generation Framework using Foundational Models Gurusha Juneja Sukrit Kumar DiffM 14 0 0 23 Dec 2023
A Unified Multi-Phase CT Synthesis and Classification Framework for Kidney Cancer Diagnosis with Incomplete Data Kwang-Hyun Uhm Seung‐Won Jung M. Choi Sung-Hoo Hong Sung-Jea Ko MedIm 25 11 0 09 Dec 2023
GeNIe: Generative Hard Negative Images Through Diffusion Soroush Abbasi Koohpayegani Anuj Singh K. Navaneet Hadi Jamali Rad Hamed Pirsiavash VLM DiffM 26 4 0 05 Dec 2023
Synthetically Enhanced: Unveiling Synthetic Data's Potential in Medical Imaging Research Bardia Khosravi Frank Li Theo Dapamede Pouria Rouzrokh Cooper Gamble ... C. Wyles Andrew B. Sellergren S. Purkayastha Bradley J. Erickson J. Gichoya MedIm 36 17 0 15 Nov 2023
MoCo-Transfer: Investigating out-of-distribution contrastive learning for limited-data domains Yuwen Chen Helen Zhou Zachary Chase Lipton 24 1 0 15 Nov 2023
CrashCar101: Procedural Generation for Damage Assessment Jens Parslov Erik Riise Dim P. Papadopoulos 18 1 0 11 Nov 2023
Exploring the Efficacy of Base Data Augmentation Methods in Deep Learning-Based Radiograph Classification of Knee Joint Osteoarthritis Fabi Prezja L. Annala Sampsa Kiiskinen Timo Ojala 20 7 0 10 Nov 2023