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个人简介
Noel C. F. Codella is a Principal Researcher at Microsoft. His expertise spans topics across computer vision and healthcare, with publications in CVPR, ICCV, ECCV, ICLR, MICCAI, AAAI, Nature Medicine, Lancet Oncology, and other prestigious venues, some of which have been covered by major international news media organizations (CNN, Medgadget, etc.). Within computer vision, his expertise includes multimodal vision+language learning, transformer architectures, few-shot learning, video analysis, fairness, explainability, segmentation, and object detection. Within healthcare, his expertise includes MRI physics and data acquisition/reconstruction approaches, medical image analysis, electroencephalography, cardiac MRI, dermatology, and human physiology. Within the field of dermatology, he is co-founder of the International Skin Imaging Collaboration (ISIC) challenges on skin cancer classification, which have received over 114,000 total submissions from over 4,000 competitors to continuous live challenges (hosted at ISBI 2016-2017, MICCAI 2018-2020). These challenges have served as the foundation for numerous clinical studies of the performance of AI systems and how such systems can best integrate into clinical workflows. In these works, Dr. Codella has developed state-of-art evaluation protocols that have exposed previously unidentified errors when compared with established metrics, giving rise to new assessments of machine learning error characteristics, fairness, and biases. Such analyses have set the stage for standards in AI development in dermatology (CLEAR Derm Consensus Guidelines). Dr. Codella has over 14,000 citations according to Google Scholar, and an h-index of 38.
研究兴趣
论文共 110 篇作者统计合作学者相似作者
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Xue Li,Jameson Merkow,Noel C. F. Codella,Alberto Santamaria-Pang, Naiteek Sangani, Alexander Ersoy, Christopher Burt,John W. Garrett, Richard J. Bruce, Joshua D. Warner,Tyler Bradshaw, Ivan Tarapov, Matthew P. Lungren, Alan B. McMillan
arxiv(2025)
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Noel C. F. Codella, Ying Jin, Shrey Jain,Yu Gu,Ho Hin Lee,Asma Ben Abacha,Alberto Santamaria-Pang, Will Guyman, Naiteek Sangani,Sheng Zhang,Hoifung Poon,Stephanie Hyland,Shruthi Bannur,Javier Alvarez-Valle, Xue Li,John Garrett,Alan McMillan, Gaurav Rajguru, Madhu Maddi, Nilesh Vijayrania, Rehaan Bhimai, Nick Mecklenburg, Rupal Jain, Daniel Holstein, Naveen Gaur,Vijay Aski,Jenq-Neng Hwang,Thomas Lin,Ivan Tarapov,Matthew Lungren,Mu Wei
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NAACL-HLT (Findings)pp.1615-1627, (2024)
Konstantinos Liopyris,Cristian Navarrete-Dechent,Michael A. Marchetti,Veronica Rotemberg,Zoe Apalla,Giuseppe Argenziano,Andreas Blum,Ralph P. Braun,Cristina Carrera,Noel C. F. Codella,Marc Combalia,Stephen W. Dusza,David A. Gutman,Brian Helba,Rainer Hofmann-Wellenhof,Natalia Jaimes,Harald Kittler,Kivanc Kose,Aimilios Lallas,Caterina Longo,Josep Malvehy,Scott Menzies,Kelly C. Nelson,John Paoli,Susana Puig,Harold S. Rabinovitz,Ayelet Rishpon,Teresa Russo,Alon Scope,H. Peter Soyer,Jennifer A. Stein, Willhelm Stolz,Dimitrios Sgouros,Alexander J. Stratigos,David L. Swanson,Luc Thomas,Philipp Tschandl,Iris Zalaudek,Jochen Weber,Allan C. Halpern,Ashfaq A. Marghoob
CoRR (2024)
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SCIENTIFIC DATAno. 1 (2024)
Shruthi Bannur,Kenza Bouzid,Daniel C. Castro,Anton Schwaighofer,Anja Thieme,Sam Bond-Taylor,Maximilian Ilse,Fernando Pérez-García,Valentina Salvatelli,Harshita Sharma,Felix Meissen,Mercy Ranjit,Shaury Srivastav,Julia Gong,Noel C. F. Codella,Fabian Falck,Ozan Oktay,Matthew P. Lungren,Maria Teodora Wetscherek,Javier Alvarez-Valle,Stephanie L. Hyland
CoRR (2024)
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作者统计
#Papers: 110
#Citation: 13204
H-Index: 36
G-Index: 89
Sociability: 6
Diversity: 3
Activity: 49
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