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제목 [학술세미나] [학과세미나] 10월 12일(금) 11시 학과세미나 안내
작성일 2018-10-08 13:14:42
내용 [학과세미나] 10월 12일(금) 11시 학과세미나 안내

▪제목 : Deep Learning based Image Processing: Supervised and Unsupervised Approaches
▪연사 : 전세영 (UNIST 전기전자컴퓨터공학부)
▪일시 : 2018년 10월 12일(금) AM 11:00 – 12:00
▪장소 : 25동 405호


[초  록] 
Deep learning-based approaches have yielded state-of-the-art results in many high-level computer vision tasks such as image classification, object detection, scene understanding, and so on. Recently, many deep learning-based approaches have also been proposed and achieved outstanding performance in low-level computer vision tasks such as single image super resolution (SISR) and denoising. In this talk, I will briefly overview recent advances in supervised deep learning approaches for image processing such as SISR and denoising. Then, I will present EMBSR, our new image enhancement deep network that won the 3rd place in CVPR’18 NTIRE challenge in SISR Tracks 2,3, &4: Realistic, for images that were contaminated by multiple degradation sources. Secondly, I will review recent unsupervised approaches for image processing, especially focusing on training deep denoising networks WITHOUT clean ground truth images. Then, I will introduce our recent SURE (Stein’s Unbiased Risk Estimator) based approach that were able to achieve performance close to deep denoisers that were trained with ground truth data.
 
파일 세미나 안내_181012_전세영.hwp [14.5KB]