5^th ISIC Skin Image Analysis Workshop @ CVPR 2020

June 14-19, 2020, Seattle, United States

Scope & Topics

The 5^th ISIC Skin Image Analysis Workshop @ CVPR 2020 Skin is the largest organ of the human body, and is the first area of assessment performed by any clinical staff when a patient is seen, as it delivers numerous insights into a patient’s underlying health. For example, cardiac function, liver function, immune function, and physical injuries can be assessed by examining the skin. In addition, dermatologic complaints are also among the most prevalent in primary care [1]. Images of the skin are the most easily captured form of medical image in healthcare, and the domain shares qualities to other standard computer vision datasets, serving as a natural bridge between standard computer vision tasks and medical applications. However, significant and unique challenges still exist in this domain. For example, there is significant visual similarity across disease conditions, and in comparison to other medical imaging modalities, the skin is an organ which has no expected shape: varying genetics, disease states, imaging equipment, and environments can significantly change its appearance, making localization and classification in this domain unsolved tasks.

Topics of interest include, but are not limited to, the following

• Computer Vision Applied to Dermatology and Primary Care
• Skin Analysis from Dermoscopic Images
• Skin Analysis from Consumer-Grade Photographs
• Skin Analysis from Video
• Skin Analysis from Total-Body Photography and 3D Skin Reconstructions
• Skin Analysis from Confocal Microscopy
• Skin Analysis from Optical Coherence Tomography (OCT)
• Skin Analysis from Histopathological Images
• Skin Analysis from Multi-Modal Data Sources
• Interpretable or Explainable AI Related to Skin Image Analysis
• Algorithms to Mitigate Dataset Imbalance
• Uncertainty Estimation Related to Skin Image Analysis
• Application Workflows for Skin Image Analysis
• Robustness to Bias from Clinical and User-Originating Photography
• Few-Shot Learning in Skin Images

The workshop will give out 2 awards towards paper submissions

• Best Paper Award: $4,000
• Honorable Mention: $2,000

Important Dates