Description: Tournament name: 'Drone Surveillance Contest'. Tournament task: to count and track the number of cars by drone passing over a junkyard. https://www.computervision.zone/dsc/ Project steps: 1. Create an image dataset * Split the video into frames * Add new images data to prevent overfitting and achieve versatile performance * Perform augmentation to achieve the optimum result for a dynamic environment * Data labeling 2. Training custom CNN model (YOLO Algorithm) 3. Code * Initialize Model * Cars Detection * Count and track cars that are only in the region of interest. * Draw result Video processing by CUDA technology support, NVIDIA® GeForce® graphic card.