16 code implementations • CVPR 2023 • Chien-Yao Wang, Alexey Bochkovskiy, Hong-Yuan Mark Liao
YOLOv7 surpasses all known object detectors in both speed and accuracy in the range from 5 FPS to 160 FPS and has the highest accuracy 56. 8% AP among all known real-time object detectors with 30 FPS or higher on GPU V100.
Ranked #2 on 2D Object Detection on CeyMo
4 code implementations • 14 Oct 2021 • Ankit Goyal, Alexey Bochkovskiy, Jia Deng, Vladlen Koltun
This begs the question -- is it possible to build high-performing "non-deep" neural networks?
15 code implementations • ICCV 2021 • René Ranftl, Alexey Bochkovskiy, Vladlen Koltun
We introduce dense vision transformers, an architecture that leverages vision transformers in place of convolutional networks as a backbone for dense prediction tasks.
Ranked #12 on Semantic Segmentation on PASCAL Context
43 code implementations • CVPR 2021 • Chien-Yao Wang, Alexey Bochkovskiy, Hong-Yuan Mark Liao
We show that the YOLOv4 object detection neural network based on the CSP approach, scales both up and down and is applicable to small and large networks while maintaining optimal speed and accuracy.
Ranked #34 on Object Detection on COCO test-dev
227 code implementations • 23 Apr 2020 • Alexey Bochkovskiy, Chien-Yao Wang, Hong-Yuan Mark Liao
There are a huge number of features which are said to improve Convolutional Neural Network (CNN) accuracy.
Ranked #18 on Object Detection on COCO-O