Short summary of my research and work
My research in the field of Computer Vision was focused in several main directions:
- Development of algorithms and methods for object detection and recognition in the field of monocular infrared, color or grayscale images . My contributions in this field were:
- the development of object detection methods for infrared images, with focus on pedestrians and cars
- development of a temporal model for predicting the pedestrian intention to cross the street based on the analysis of infrared monocular images and color images -development of pedestrian detection methods for color and grayscale monocular images based on feature based classification and on deep learning
- Development of algorithms and methods for medical image analysis. My contributions in the filed comprise:
- development of methods for classification of the hepatocelular carcinoma in ultrasound images
- development of methods for kidney tumor segmentation in CT images
- proposal of methods for OCT medical image segmentation and identification of the retinal layers and fluids