Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup

Autor: Kim, Jang-Hyun, Choo, Wonho, Song, Hyun Oh

While deep neural networks achieve great performance on fitting the training distribution, the learned networks are prone to overfitting and are susceptible to adversarial attacks. In this regard, a number of mixup based augmentation methods have bee

Externí odkaz: http://arxiv.org/abs/2009.06962

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Development, validation, and comparison of a nomogram based on radiologic findings for predicting malignancy in intraductal papillary mucinous neoplasms of the pancreas: An international multicenter study.

Autor: Kim HS; Department of Surgery and Cancer Research Institute, Seoul National University College of Medicine, Seoul, South Korea., Song W; Department of Statistics, Seoul National University College of Natural Sciences, Seoul, South Korea., Choo W; Department of Statistics, Seoul National University College of Natural Sciences, Seoul, South Korea., Lee S; Center for Precision Medicine, Seoul National University Hospital, Seoul, South Korea., Han Y; Department of Surgery and Cancer Research Institute, Seoul National University College of Medicine, Seoul, South Korea., Bassi C; Department of General and Pancreatic Surgery, The Pancreas Institute, University of Verona Hospital Trust, Verona, Italy., Salvia R; Department of General and Pancreatic Surgery, The Pancreas Institute, University of Verona Hospital Trust, Verona, Italy., Marchegiani G; Department of General and Pancreatic Surgery, The Pancreas Institute, University of Verona Hospital Trust, Verona, Italy., Wolfgang CL; Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA., He J; Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA., Blair AB; Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA., Kluger MD; Department of Surgery, Division of Gastrointestinal and Endocrine Surgery, College of Physicians and Surgeon, Columbia University, New York, NY, USA., Su GH; Department of Pathology and Cell Biology, Columbia University Medical Center, New York, NY, USA., Kim SC; Department of Surgery, University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea., Song KB; Department of Surgery, University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea., Yamamoto M; Department of Surgery, Institute of Gastroenterology, Tokyo Women's Medical University, Tokyo, Japan., Hatori T; Department of Surgery, Institute of Gastroenterology, Tokyo Women's Medical University, Tokyo, Japan.; Department of Surgery, International University of Health and Welfare Mita Hospital, Tokyo, Japan., Yang CY; Department of Surgery, National Taiwan University Hospital and National Taiwan Hospital, Taipei, Taiwan., Yamaue H; Second Department of Surgery, School of Medicine, Wakayama Medical University, Wakayama, Japan., Hirono S; Second Department of Surgery, School of Medicine, Wakayama Medical University, Wakayama, Japan., Satoi S; Department of Surgery, Kansai Medical University, Osaka, Japan., Fujii T; Department of Gastroenterological Surgery (Surgery II), Nagoya University Graduate School of Medicine, Nagoya, Japan.; Department of Surgery and Science, Faculty of Medicine, Academic Assembly, University of Toyama, Toyama, Japan., Hirano S; Department of Gastroenterological Surgery II, Hokkaido University Faculty of Medicine, Hokkaido, Japan., Lou W; Department of Pancreatic Surgery, Zhongshan Hospital, Fudan University, Shanghai, China., Hashimoto Y; Department of Surgery, Institute of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan.; Department of Surgery, Hiroshima Memorial Hospital, Hiroshima, Japan., Shimizu Y; Gastroenterological Surgery, Aichi Cancer Center Hospital, Aichi, Japan., Del Chiaro M; Pancreatic Surgery Unit, Division of Surgery, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institute at Center for Digestive Diseases, Karolinska University Hospital, Stockholm, Sweden.; Department of Surgery, University of Colorado Anschutz Medical Campus, Denver, CO, USA., Valente R; Pancreatic Surgery Unit, Division of Surgery, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institute at Center for Digestive Diseases, Karolinska University Hospital, Stockholm, Sweden.; Digestive and Liver Disease Unit, Sapienza University of Rome, Rome, Italy., Lohr M; Department for Digestive Diseases, Karolinska University Hospital, Stockholm, Sweden.; Department of Clinical Science, Intervention, and Technology (CLINTEC), Karolinska Institute, Stockholm, Sweden., Choi DW; Department of Surgery, Sungkyunkwan University School of Medicine, Seoul, South Korea., Choi SH; Department of Surgery, Sungkyunkwan University School of Medicine, Seoul, South Korea., Heo JS; Department of Surgery, Sungkyunkwan University School of Medicine, Seoul, South Korea., Motoi F; Department of Surgery, Tohoku University, Tohoku, Japan., Matsumoto I; Department of Surgery, Kobe University Graduate School of Medicine, Kobe, Japan.; Department of Surgery, Kindai University Faculty of Medicine, Osaka, Japan., Lee WJ; Pancreaticobiliary Cancer Clinic, Yonsei Cancer Center, Yonsei University College of Medicine, Severance Hospital, Seoul, South Korea., Kang CM; Pancreaticobiliary Cancer Clinic, Yonsei Cancer Center, Yonsei University College of Medicine, Severance Hospital, Seoul, South Korea., Shyr YM; Department of Surgery, Taipei Veterans General Hospital and National Yang Ming University, Taipei, Taiwan., Wang SE; Department of Surgery, Taipei Veterans General Hospital and National Yang Ming University, Taipei, Taiwan., Han HS; Department of Surgery, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seoul, South Korea., Yoon YS; Department of Surgery, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seoul, South Korea., Besselink MG; Department of Surgery, Cancer Center Amsterdam, Amsterdam UMC, University of Amsterdam, Amsterdam, Netherlands., van Huijgevoort NCM; Department of Gastroenterology and Hepatology, Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam UMC, University of Amsterdam, Amsterdam, Netherlands., Sho M; Department of Surgery, Nara Medical University, Nara, Japan., Nagano H; Department of Surgery, Osaka University Graduate School of Medicine, Osaka, Japan.; Gastroenterological, Breast and Endocrine Surgery, Yamaguchi University, Yamaguchi, Japan., Kim SG; Department of Surgery, Kyungpook National University, Daegu, South Korea., Honda G; Department of Surgery, Tokyo Metropolitan Cancer and Infectious Diseases Center Komagome Hospital, Tokyo, Japan., Yang Y; Department of General Surgery, Peking University First Hospital, Beijing, China., Yu HC; Department of Surgery, Jeonbuk National University Medical School, Jeonju, South Korea., Yang JD; Department of Surgery, Jeonbuk National University Medical School, Jeonju, South Korea., Chung JC; Department of Surgery, Soonchunhyang University, Asan, South Korea., Nagakawa Y; Department of Gastrointestinal and Pediatric Surgery, Tokyo Medical University, Tokyo, Japan., Seo HI; Department of Surgery, Pusan National University, Pusan, South Korea., Lee S; Department of Mathematics and Statistics, Sejong University, Seoul, South Korea., Kim H; Department of Surgery and Cancer Research Institute, Seoul National University College of Medicine, Seoul, South Korea., Kwon W; Department of Surgery and Cancer Research Institute, Seoul National University College of Medicine, Seoul, South Korea., Park T; Department of Statistics, Seoul National University College of Natural Sciences, Seoul, South Korea., Jang JY; Department of Surgery and Cancer Research Institute, Seoul National University College of Medicine, Seoul, South Korea.

Publikováno v: Journal of hepato-biliary-pancreatic sciences [J Hepatobiliary Pancreat Sci] 2023 Jan; Vol. 30 (1), pp. 133-143. Date of Electronic Publication: 2021 Apr 20.