YOLOv3: An Incremental Improvement

8 Apr 2018Joseph RedmonAli Farhadi

We present some updates to YOLO! We made a bunch of little design changes to make it better... (read more)

PDF Abstract

Evaluation results from the paper


Task Dataset Model Metric name Metric value Global rank Compare
Real-Time Object Detection COCO YOLOv3-418 MAP 31.0 # 6
Real-Time Object Detection COCO YOLOv3-418 FPS 34 # 4
Real-Time Object Detection COCO YOLOv3-608 MAP 33 # 5
Real-Time Object Detection COCO YOLOv3-608 FPS 20 # 7
Real-Time Object Detection COCO YOLOv3-320 MAP 28.2 # 7
Real-Time Object Detection COCO YOLOv3-320 FPS 45 # 3
Object Detection COCO YOLOv3 + Darknet-53 Bounding Box AP 33.0 # 39