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MEDICAL IMAGE ANALYSIS

Use of machine learning and, more specifically, deep learning methods for the problems of detection, segmentation and classification of anatomical structures in several medical image modalities, such as mammograms, MRI, CTs, ultrasound, and microscopy.



DEEP LEARNING

Development of new loss functions, training approaches and architectures for general classification problems, local image feature learning and detection problems.



ARTISTIC IMAGE ANALYSIS

Extend computer vision and machine learning approaches to artistic image analysis, where characteristics of visual classes change substantially with respect to artists and art periods.