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
Does an ensemble of GANs lead to better performance when training segmentation networks with synthetic images? Maans Larsson Muhammad Usman Akbar Anders Eklund MedIm 16 3 0 08 Nov 2022
Cutting-Splicing data augmentation: A novel technology for medical image segmentation Lianting Hu Huiying Liang Jiajie Tang Xin Li Li Huang Long Lu 21 1 0 17 Oct 2022
Automated segmentation and morphological characterization of placental histology images based on a single labeled image A. Rabbani M. Babaei M. Gharib 26 1 0 07 Oct 2022
Chosen methods of improving small object recognition with weak recognizable features Magdalena Stachoñ Marcin Pietroñ 16 0 0 29 Aug 2022
Latent Variable Models in the Era of Industrial Big Data: Extension and Beyond Xiangyi Kong Xiaoyu Jiang Bingxin Zhang Jinsong Yuan Zhiqiang Ge 21 67 0 23 Aug 2022
Estimación de áreas de cultivo mediante Deep Learning y programación convencional Javier Caicedo Pamela Acosta R. Pozo Henry Guilcapi Christian Mejía Escobar 6 0 0 25 Jul 2022
Liver Segmentation using Turbolift Learning for CT and Cone-beam C-arm Perfusion Imaging Hana Haseljić S. Chatterjee R. Frysch V. Kulvait V. Semshchikov ... Inga Brüsch T. Werncke Oliver Speck A. Nürnberger G. Rose OOD 35 2 0 20 Jul 2022
Transforming Image Generation from Scene Graphs Renato Sortino S. Palazzo C. Spampinato ViT 29 2 0 01 Jul 2022
Free-form Lesion Synthesis Using a Partial Convolution Generative Adversarial Network for Enhanced Deep Learning Liver Tumor Segmentation Yong-Jin Liu Fei Yang Yidong Yang GAN MedIm 24 4 0 18 Jun 2022
Deepfake histological images for enhancing digital pathology Kianoush Falahkheirkhah Saumya Tiwari Kevin Yeh Sounak Gupta L. Herrera-Hernandez Michael R. McCarthy Rafael E. Jimenez J. Cheville Rohit Bhargava MedIm 16 3 0 16 Jun 2022
Masked Autoencoders are Robust Data Augmentors Haohang Xu Shuangrui Ding Xiaopeng Zhang H. Xiong 35 27 0 10 Jun 2022
Pseudo-Data based Self-Supervised Federated Learning for Classification of Histopathological Images Jun Shi Yuan-Yang Zhang Zheng Li Xiangmin Han Saisai Ding Jun Wang Shihui Ying FedML OOD 30 11 0 31 May 2022
Improving Astronomical Time-series Classification via Data Augmentation with Generative Adversarial Networks Germán García-Jara P. Protopapas P. Estévez 16 16 0 13 May 2022
Generative Adversarial Network Based Synthetic Learning and a Novel Domain Relevant Loss Term for Spine Radiographs E. Schonfeld A. Veeravagu MedIm 18 1 0 05 May 2022
A Comprehensive Survey of Image Augmentation Techniques for Deep Learning Mingle Xu Sook Yoon A. Fuentes D. Park VLM 27 397 0 03 May 2022
Goldilocks-curriculum Domain Randomization and Fractal Perlin Noise with Application to Sim2Real Pneumonia Lesion Detection Takahiro Suzuki S. Hanaoka Issei Sato OOD MedIm 26 1 0 29 Apr 2022
A Framework for Interactive Knowledge-Aided Machine Teaching Karan Taneja Harsh Sikka Ashok K. Goel HAI 20 4 0 21 Apr 2022
DropMessage: Unifying Random Dropping for Graph Neural Networks Taoran Fang Zhiqing Xiao Chunping Wang Jiarong Xu Xuan Yang Yang Yang 21 46 0 21 Apr 2022
Sketch guided and progressive growing GAN for realistic and editable ultrasound image synthesis Jiamin Liang Xin Yang Yuhao Huang Haoming Li Shuangchi He Xindi Hu Zejian Chen Wufeng Xue Jun Cheng Dong Ni DiffM GAN MedIm 18 79 0 14 Apr 2022
Generative Adversarial Networks for Image Augmentation in Agriculture: A Systematic Review E. Olaniyi Dong Chen Yuzhen Lu Ya-Yu Huang 21 38 0 10 Apr 2022
Robust deep learning for eye fundus images: Bridging real and synthetic data for enhancing generalization Guilherme C. Oliveira Gustavo de Rosa Daniel Carlos Guimarães Pedronette João Paulo Papa Himeesh Kumar L. A. Passos Dinesh Kumar OOD MedIm 35 9 0 25 Mar 2022
Adversarial Counterfactual Augmentation: Application in Alzheimer's Disease Classification Tian Xia Pedro Sanchez C. Qin Sotirios A. Tsaftaris OOD MedIm 24 12 0 15 Mar 2022
GSDA: Generative Adversarial Network-based Semi-Supervised Data Augmentation for Ultrasound Image Classification Zhaoshan Liu Qiujie Lv Chau Hung Lee Leizhao Shen MedIm GAN 19 5 0 11 Mar 2022
On generative models as the basis for digital twins G. Tsialiamanis D. Wagg N. Dervilis K. Worden AI4CE 11 19 0 08 Mar 2022
When do GANs replicate? On the choice of dataset size Qianli Feng Chen Guo Fabian Benitez-Quiroz Aleix M. Martinez 142 54 0 23 Feb 2022
Deep learning based domain adaptation for mitochondria segmentation on EM volumes Daniel Franco-Barranco Julio Pastor-Tronch Aitor González-Marfil A. Muñoz-Barrutia Ignacio Arganda-Carreras 16 14 0 22 Feb 2022
Model-Agnostic Augmentation for Accurate Graph Classification Jaemin Yoo Sooyeon Shim U. Kang GNN 29 29 0 21 Feb 2022
Reducing the Amount of Real World Data for Object Detector Training with Synthetic Data Sven Burdorf Karoline Plum Daniel Hasenklever 16 4 0 31 Jan 2022
Investigating the Potential of Auxiliary-Classifier GANs for Image Classification in Low Data Regimes Amil Dravid Florian Schiffers Yunan Wu O. Cossairt Aggelos K. Katsaggelos GAN 27 2 0 22 Jan 2022
On the Statistical Complexity of Sample Amplification Brian Axelrod Shivam Garg Yanjun Han Vatsal Sharan Gregory Valiant 15 4 0 12 Jan 2022
Generating Synthetic Mixed-type Longitudinal Electronic Health Records for Artificial Intelligent Applications Jin Li B. Cairns Jingsong Li T. Zhu SyDa 38 69 0 22 Dec 2021
Incentivizing Collaboration in Machine Learning via Synthetic Data Rewards Sebastian Shenghong Tay Xinyi Xu Chuan-Sheng Foo Bryan Kian Hsiang Low SyDa 24 32 0 17 Dec 2021
Improving COVID-19 CXR Detection with Synthetic Data Augmentation Daniel Schaudt C. Kloth Christian Spaete Andreas Hinteregger Meinrad Beer R. Schwerin MedIm 22 5 0 14 Dec 2021
Unsupervised Image to Image Translation for Multiple Retinal Pathology Synthesis in Optical Coherence Tomography Scans H. Pasupuleti G. Girish MedIm 21 0 0 11 Dec 2021
Generative Adversarial Networks for Synthetic Data Generation: A Comparative Study C. Little Mark Elliot Richard Allmendinger Sahel Shariati Samani 24 20 0 03 Dec 2021
Semantic Map Injected GAN Training for Image-to-Image Translation Balaram Singh Kshatriya S. Dubey H. Sarma Kunal Chaudhary Meva Ram Gurjar Rahul Rai Sunny Manchanda GAN 12 2 0 03 Dec 2021
Federated Learning for Smart Healthcare: A Survey Dinh C. Nguyen Viet Quoc Pham P. Pathirana Ming Ding Aruna Seneviratne Zihuai Lin O. Dobre W. Hwang FedML 19 513 0 16 Nov 2021
Selective Synthetic Augmentation with HistoGAN for Improved Histopathology Image Classification Yuan Xue Jiarong Ye Qianying Zhou L. R. Long Sameer Kiran Antani Z. Xue Carl Cornwell R. Zaino K. Cheng Xiaolei Huang MedIm 191 102 0 10 Nov 2021
WaveFake: A Data Set to Facilitate Audio Deepfake Detection Joel Frank Lea Schonherr DiffM 129 123 0 04 Nov 2021
Personalized One-Shot Lipreading for an ALS Patient Bipasha Sen Aditya Agarwal Rudrabha Mukhopadhyay Vinay P. Namboodiri C. V. Jawahar LM&MA 6 3 0 02 Nov 2021
Detect-and-Segment: a Deep Learning Approach to Automate Wound Image Segmentation G. Scebba Jia Zhang Sabrina Catanzaro C. Mihai O. Distler M. Berli W. Karlen 19 57 0 02 Nov 2021
Controllable Data Augmentation Through Deep Relighting G. Chogovadze Rémi Pautrat Marc Pollefeys ViT 23 4 0 26 Oct 2021
Domain Adaptation for Rare Classes Augmented with Synthetic Samples Tuhinanksu Das Robert-Jan Bruintjes A. Lengyel Jan van Gemert S. Rodrigues 19 5 0 23 Oct 2021
Continuation of Famous Art with AI: A Conditional Adversarial Network Inpainting Approach Jordan J. Bird GAN 27 0 0 18 Oct 2021
Prediction of Lung CT Scores of Systemic Sclerosis by Cascaded Regression Neural Networks Jingnan Jia Marius Staring Irene Hernández-Girón L. Kroft A. Schouffoer B. Stoel 22 2 0 15 Oct 2021
CCS-GAN: COVID-19 CT-scan classification with very few positive training images Sumeet Menon Jayalakshmi Mangalagiri Joshua Galita Michael Morris Babak Saboury Y. Yesha Yelena Yesha Phuong Nguyen A. Gangopadhyay David Chapman MedIm 25 1 0 01 Oct 2021
Optimized Automated Cardiac MR Scar Quantification with GAN-Based Data Augmentation D. Lustermans S. Amirrajab M. Veta M. Breeuwer C. Scannell MedIm 30 17 0 27 Sep 2021
Improving Tuberculosis (TB) Prediction using Synthetically Generated Computed Tomography (CT) Images Ashia Lewis Evanjelin Mahmoodi Yuyue Zhou Megan Coffee Elena Sizikova LM&MA 30 9 0 23 Sep 2021
Deep Anomaly Generation: An Image Translation Approach of Synthesizing Abnormal Banded Chromosome Images Lukas Uzolas Javier Rico Pierrick Coupé Juan C. Sanmiguel G. Cserey MedIm 35 6 0 20 Sep 2021
EVAGAN: Evasion Generative Adversarial Network for Low Data Regimes Rizwan Hamid Randhawa N. Aslam Mohammad Alauthman Husnain Rafiq AAML GAN 30 11 0 14 Sep 2021