Remote Sensing Image Object Detection Based on Oriented Bounding Box and Yolov5

Multi-camera tracking of dairy cows using rotated bounding boxes

“…Figure 5 shows the precision for each camera pair. A significant increase can be seen for camera pairs (1,2), (2,3), (4,5), (5,6), and (6,7) which contain crowded areas. The improvement is, as shown in Figure 8, likely due to the fact that rotated bounding boxes offer more accurate mapping with less overlap than regular bounding boxes.…”

“…To the best of our knowledge, rotated bounding boxes have not been used for multi-camera object tracking, though they have been used for single-camera object tracking 4 or object detection. 5 The contributions of this paper include: 1) Proposing a method for overhead multi-camera tracking of dairy cows using rotated bounding boxes. 2) Demonstrating the efficacy of rotated bounding boxes in multi-camera multi-object tracking, as accuracy is enhanced through the association the same object across camera views.…”