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Federated CycleGAN for Privacy-Preserving Image-to-Image Translation


Jun 17, 2021
Joonyoung Song, Jong Chul Ye


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Noise2Score: Tweedie's Approach to Self-Supervised Image Denoising without Clean Images


Jun 13, 2021
Kwanyoung Kim, Jong Chul Ye


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Learning Dynamic Graph Representation of Brain Connectome with Spatio-Temporal Attention


May 27, 2021
Byung-Hoon Kim, Jong Chul Ye, Jae-Jin Kim


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Unsupervised Deep Learning Methods for Biological Image Reconstruction


May 17, 2021
Mehmet Akçakaya, Burhaneddin Yaman, Hyungjin Chung, Jong Chul Ye


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Simultaneous super-resolution and motion artifact removal in diffusion-weighted MRI using unsupervised deep learning


May 01, 2021
Hyungjin Chung, Jaehyun Kim, Jeong Hee Yoon, Jeong Min Lee, Jong Chul Ye


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Feature Disentanglement in generating three-dimensional structure from two-dimensional slice with sliceGAN


May 01, 2021
Hyungjin Chung, Jong Chul Ye


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Unifying domain adaptation and self-supervised learning for CXR segmentation via AdaIN-based knowledge distillation


Apr 23, 2021
Yujin Oh, Jong Chul Ye


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Axial-to-lateral super-resolution for 3D fluorescence microscopy using unsupervised deep learning


Apr 19, 2021
Hyoungjun Park, Myeongsu Na, Bumju Kim, Soohyun Park, Ki Hean Kim, Sunghoe Chang, Jong Chul Ye


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Cycle-free CycleGAN using Invertible Generator for Unsupervised Low-Dose CT Denoising


Apr 17, 2021
Taesung Kwon, Jong Chul Ye

* 12 pages, 12 figures 

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Vision Transformer using Low-level Chest X-ray Feature Corpus for COVID-19 Diagnosis and Severity Quantification


Apr 15, 2021
Sangjoon Park, Gwanghyun Kim, Yujin Oh, Joon Beom Seo, Sang Min Lee, Jin Hwan Kim, Sungjun Moon, Jae-Kwang Lim, Jong Chul Ye

* 13 pages 

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PyNET-CA: Enhanced PyNET with Channel Attention for End-to-End Mobile Image Signal Processing


Apr 07, 2021
Byung-Hoon Kim, Joonyoung Song, Jong Chul Ye, JaeHyun Baek

* ECCV 2020 AIM workshop accepted version 

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Diagonal Attention and Style-based GAN for Content-Style Disentanglement in Image Generation and Translation


Mar 30, 2021
Gihyun Kwon, Jong Chul Ye


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Unsupervised Missing Cone Deep Learning in Optical Diffraction Tomography


Mar 16, 2021
Hyungjin Chung, Jaeyoung Huh, Geon Kim, Yong Keun Park, Jong Chul Ye

* 10 pages, 10 figures 

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Severity Quantification and Lesion Localization of COVID-19 on CXR using Vision Transformer


Mar 12, 2021
Gwanghyun Kim, Sangjoon Park, Yujin Oh, Joon Beom Seo, Sang Min Lee, Jin Hwan Kim, Sungjun Moon, Jae-Kwang Lim, Jong Chul Ye

* 8 pages 

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Vision Transformer for COVID-19 CXR Diagnosis using Chest X-ray Feature Corpus


Mar 12, 2021
Sangjoon Park, Gwanghyun Kim, Yujin Oh, Joon Beom Seo, Sang Min Lee, Jin Hwan Kim, Sungjun Moon, Jae-Kwang Lim, Jong Chul Ye

* 10 pages 

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CycleQSM: Unsupervised QSM Deep Learning using Physics-Informed CycleGAN


Dec 07, 2020
Gyutaek Oh, Hyokyoung Bae, Hyun-Seo Ahn, Sung-Hong Park, Jong Chul Ye


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Continuous Conversion of CT Kernel using Switchable CycleGAN with AdaIN


Nov 26, 2020
Serin Yang, Eung Yeop Kim, Jong Chul Ye


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DeepPhaseCut: Deep Relaxation in Phase for Unsupervised Fourier Phase Retrieval


Nov 20, 2020
Eunju Cha, Chanseok Lee, Mooseok Jang, Jong Chul Ye


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Unsupervised MR Motion Artifact Deep Learning using Outlier-Rejecting Bootstrap Aggregation


Nov 12, 2020
Gyutaek Oh, Jeong Eun Lee, Jong Chul Ye


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AIM 2020 Challenge on Learned Image Signal Processing Pipeline


Nov 10, 2020
Andrey Ignatov, Radu Timofte, Zhilu Zhang, Ming Liu, Haolin Wang, Wangmeng Zuo, Jiawei Zhang, Ruimao Zhang, Zhanglin Peng, Sijie Ren, Linhui Dai, Xiaohong Liu, Chengqi Li, Jun Chen, Yuichi Ito, Bhavya Vasudeva, Puneesh Deora, Umapada Pal, Zhenyu Guo, Yu Zhu, Tian Liang, Chenghua Li, Cong Leng, Zhihong Pan, Baopu Li, Byung-Hoon Kim, Joonyoung Song, Jong Chul Ye, JaeHyun Baek, Magauiya Zhussip, Yeskendir Koishekenov, Hwechul Cho Ye, Xin Liu, Xueying Hu, Jun Jiang, Jinwei Gu, Kai Li, Pengliang Tan, Bingxin Hou

* Published in ECCV 2020 Workshops (Advances in Image Manipulation), https://data.vision.ee.ethz.ch/cvl/aim20/ 

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Switchable Deep Beamformer


Sep 04, 2020
Shujaat Khan, Jaeyoung Huh, Jong Chul Ye


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Unpaired Deep Learning for Accelerated MRI using Optimal Transport Driven CycleGAN


Aug 29, 2020
Gyutaek Oh, Byeongsu Sim, Hyungjin Chung, Leonard Sunwoo, Jong Chul Ye

* Accepted for IEEE Transactions on Computational Imaging 

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CycleMorph: Cycle Consistent Unsupervised Deformable Image Registration


Aug 13, 2020
Boah Kim, Dong Hwan Kim, Seong Ho Park, Jieun Kim, June-Goo Lee, Jong Chul Ye


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AdaIN-Switchable CycleGAN for Efficient Unsupervised Low-Dose CT Denoising


Aug 13, 2020
Jawook Gu, Jong Chul Ye

* 12 pages, 10 figures 

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Two-Stage Deep Learning for Accelerated 3D Time-of-Flight MRA without Matched Training Data


Aug 04, 2020
Hyungjin Chung, Eunju Cha, Leonard Sunwoo, Jong Chul Ye


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OT-driven Multi-Domain Unsupervised Ultrasound Image Artifact Removal using a Single CNN


Jul 10, 2020
Jaeyoung Huh, Shujaat Khan, Jong Chul Ye


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Unsupervised CT Metal Artifact Learning using Attention-guided beta-CycleGAN


Jul 07, 2020
Junghyun Lee, Jawook Gu, Jong Chul Ye


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Pushing the Limit of Unsupervised Learning for Ultrasound Image Artifact Removal


Jun 26, 2020
Shujaat Khan, Jaeyoung Huh, Jong Chul Ye


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