USB: Universal-Scale Object Detection Benchmark. (arXiv:2103.14027v3 [cs.CV] UPDATED)

Benchmarks, such as COCO, play a crucial role in object detection. However,
existing benchmarks are insufficient in scale variation, and their protocols
are inadequate for fair comparison. In this paper, we introduce the
Universal-Scale object detection Benchmark (USB). USB has variations in object
scales and image domains by incorporating COCO with the recently proposed Waymo
Open Dataset and Manga109-s dataset. To enable fair comparison and inclusive
research, we propose training and evaluation protocols. They have multiple
divisions for training epochs …

arxiv benchmark detection scale usb