This paper proposes a computationally inexpensive method for automatic key-event extraction and subsequent summarization of sports videos using scoreboard detection. A database consisting 1300 images was used to train supervised-learning based object detection algorithm, YOLO (You Only Look Once). Then, each frame the video, once detected YOLO, cropped out image. After this, image processing te...