YOLOX is best YOLO object detector and has simpler design
YOLOX is best YOLO object detector and has simpler design
YOLOX: Exceeding YOLO Series in 2021
arXiv paper abstract https://arxiv.org/abs/2107.08430
arXiv PDF paper https://arxiv.org/pdf/2107.08430.pdf
... present some experienced improvements to YOLO series, forming a new high-performance detector -- YOLOX.
We switch the YOLO detector to an anchor-free manner
... achieve state-of-the-art results across a large scale range of models:
... get 25.3% AP on COCO, surpassing NanoDet by 1.8% AP;
... for YOLOv3, ... boost it to 47.3% AP on COCO, outperforming the current best practice by 3.0% AP;
... achieve 50.0% AP on COCO at a speed of 68.9 FPS on Tesla V100, exceeding YOLOv5-L by 1.8% AP.
... won the 1st Place on Streaming Perception Challenge (Workshop on Autonomous Driving at CVPR 2021) using a single YOLOX-L model.
... also provide deploy versions with ONNX, TensorRT, NCNN, and Openvino supported. ...
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