BigDetection: A Large-scale Benchmark for Improved Object Detector Pre-training

Benchmark Model Rank Results
object-detection-on-bigdetection-valCascade R-CNN (R50-FPN)#1AP: 24.1AP50: 33.0AP75: 25.8
object-detection-on-bigdetection-valCenterNet2 (R50-FPN)#2AP: 23.1AP50: 30.2AP75: 24.9
object-detection-on-bigdetection-valFaster R-CNN (R50-FPN)#3AP: 19.4AP50: 29.3AP75: 21.3
object-detection-on-bigdetection-valFaster R-CNN (R50)#4AP: 18.9AP50: 28.8AP75: 20.5
object-detection-on-bigdetection-valDeformable DETR (R50)#5AP: 13.1AP50: 19.3AP75: 14.2
object-detection-on-bigdetection-valYOLOv3 (D53)#6AP: 9.7AP50: 17.4AP75: 9.7