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George Kalitsios's Projects

face-detection-using-detr-end-to-end-object-detection-with-transformers icon face-detection-using-detr-end-to-end-object-detection-with-transformers

Unlike traditional computer vision techniques, DETR approaches object detection as a direct set prediction problem. It consists of a set-based global loss, which forces unique predictions via bipartite matching, and a Transformer encoder-decoder architecture. Given a fixed small set of learned object queries, DETR reasons about the relations of the objects and the global image context to directly output the final set of predictions in parallel. Due to this parallel nature, DETR is very fast and efficient.

facial-keypoint-detection-computer-vision-nanodegree-project icon facial-keypoint-detection-computer-vision-nanodegree-project

Computer Vision Nanodegree - Facial Keypoint Detection Project [ Python ] : Use image processing techniques and deep learning techniques to detect faces in an image and find facial keypoints, such as the position of the eyes, nose, and mouth on a face.

synthetic-power-lines-spl-dataset icon synthetic-power-lines-spl-dataset

The large-scale Synthetic Power Lines (SPL) dataset was generated using unity, one of the most popular gaming engines in the world, and unity's perception package. The introduced dataset contains aerial images of power lines in every possible combination of different locations, lighting conditions, tilts, angles, FOVs.

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