V
Vivek T. Natarajan
Researcher at Institute of Genomics and Integrative Biology
Publications - 76
Citations - 2940
Vivek T. Natarajan is an academic researcher from Institute of Genomics and Integrative Biology. The author has contributed to research in topics: Vitiligo & Medicine. The author has an hindex of 19, co-authored 59 publications receiving 1491 citations. Previous affiliations of Vivek T. Natarajan include National Institute of Technology, Tiruchirappalli & Academy of Scientific and Innovative Research.
Papers
More filters
Posted Content
Underspecification Presents Challenges for Credibility in Modern Machine Learning
Alexander D'Amour,Katherine Heller,Dan Moldovan,Ben Adlam,Babak Alipanahi,Alex Beutel,Christina Chen,Jonathan Deaton,Jacob Eisenstein,Matthew D. Hoffman,Farhad Hormozdiari,Neil Houlsby,Shaobo Hou,Ghassen Jerfel,Alan Karthikesalingam,Mario Lucic,Yi-An Ma,Cory Y. McLean,Diana Mincu,Akinori Mitani,Andrea Montanari,Zachary Nado,Vivek T. Natarajan,Christopher Nielson,Thomas F. Osborne,Rajiv Raman,Kim Ramasamy,Rory Sayres,Jessica Schrouff,Martin G. Seneviratne,Shannon Sequeira,Harini Suresh,Victor Veitch,Max Vladymyrov,Xuezhi Wang,Kellie Webster,Steve Yadlowsky,Taedong Yun,Xiaohua Zhai,D. Sculley +39 more
TL;DR: This work shows the need to explicitly account for underspecification in modeling pipelines that are intended for real-world deployment in any domain, and shows that this problem appears in a wide variety of practical ML pipelines.
Proceedings ArticleDOI
Towards VQA Models That Can Read
Amanpreet Singh,Vivek T. Natarajan,Meet Shah,Yu Jiang,Xinlei Chen,Dhruv Batra,Devi Parikh,Marcus Rohrbach +7 more
TL;DR: A novel model architecture is introduced that reads text in the image, reasons about it in the context of the image and the question, and predicts an answer which might be a deduction based on the text and the image or composed of the strings found in the images.
Journal ArticleDOI
A deep learning system for differential diagnosis of skin diseases
Yuan Liu,Ayush Jain,Clara H. Eng,David H. Way,Kang Lee,Peggy Bui,Peggy Bui,Kimberly Kanada,Guilherme de Oliveira Marinho,Jessica Gallegos,Sara Gabriele,Vishakha Gupta,Nalini Singh,Nalini Singh,Vivek T. Natarajan,Rainer Hofmann-Wellenhof,Greg S. Corrado,Lily Peng,Dale R. Webster,Dennis Ai,Susan Huang,Yun Liu,R. Carter Dunn,David Coz +23 more
TL;DR: A deep learning system able to identify the most common skin conditions may help clinicians in making more accurate diagnoses in routine clinical practice.
Journal ArticleDOI
A deep learning system for differential diagnosis of skin diseases
Yuan Liu,Ayush Jain,Clara H. Eng,David H. Way,Kang Lee,Peggy Bui,Peggy Bui,Kimberly Kanada,Guilherme de Oliveira Marinho,Jessica Gallegos,Sara Gabriele,Vishakha Gupta,Nalini Singh,Nalini Singh,Vivek T. Natarajan,Rainer Hofmann-Wellenhof,Greg S. Corrado,Lily Peng,Dale R. Webster,Dennis Ai,Susan Huang,Yun Liu,R. Carter Dunn,David Coz +23 more
TL;DR: In this article, a deep learning system was developed and validated using de-identified cases from a teledermatology practice serving 17 clinical sites via a temporal split: the first 14,021 cases for development and the last 3,756 cases for validation.
Journal ArticleDOI
Multifaceted pathways protect human skin from UV radiation
TL;DR: Three distinct protective mechanisms and response pathways that safeguard skin from deleterious effects of ultraviolet (UV) radiation are discussed, including the relationship among these networks in the context of an unusual depigmenting disorder, vitiligo.