YOLO swMATH ID: 28515 Software Authors: Redmon, Joseph; Farhadi, Ali Description: You only look once (YOLO) is a state-of-the-art, real-time object detection system. YOLO: Real-Time Object Detection. Prior detection systems repurpose classifiers or localizers to perform detection. They apply the model to an image at multiple locations and scales. High scoring regions of the image are considered detections. We use a totally different approach. We apply a single neural network to the full image. This network divides the image into regions and predicts bounding boxes and probabilities for each region. These bounding boxes are weighted by the predicted probabilities. Our model has several advantages over classifier-based systems. It looks at the whole image at test time so its predictions are informed by global context in the image. It also makes predictions with a single network evaluation unlike systems like R-CNN which require thousands for a single image. This makes it extremely fast, more than 1000x faster than R-CNN and 100x faster than Fast R-CNN. See our paper for more details on the full system. Homepage: https://pjreddie.com/darknet/yolo/ Related Software: ImageNet; SSD; Faster R-CNN; Python; AlexNet; PointNet; Inception-v4; MS-COCO; PASCAL VOC; Adam; KITTI; Caffe; OpenCV; SIFT; MobileNetV2; DeepLab; ShuffleNet; VQA; DeCAF; VoxelNet Cited in: 14 Publications Further Publications: https://pjreddie.com/publications/ all top 5 Cited by 56 Authors 1 Adouane, Lounis 1 Belgodere, Brian 1 Bensch, Suna 1 Chen, Jie 1 Dognin, Pierre 1 Fieguth, Paul W. 1 Gao, Hewei 1 Gao, Zhigang 1 Guan, Jiechao 1 Hellström, Thomas 1 Higuera, Nelson 1 Huang, Manting 1 Jedynak, Bruno M. 1 Jin, Qun 1 Jin, Xiaokang 1 Khattar, Sahil 1 Lengagne, Sébastien 1 Li, Aoxue 1 Li, Xudong 1 Liu, Xinwang 1 Liu, Zhongchao 1 Lu, Huijuan 1 Lu, Zhiwu 1 Ma, Yongming 1 Melnyk, Igor 1 Mir, Roohie Naaz 1 Mounsif, Mehdi 1 Mroueh, Youssef 1 Oetsch, Johannes 1 Ostovar, Ahmad 1 Ouyang, Wanli 1 Padhi, Inkit 1 Pietikäinen, Matti 1 Pritz, Michael 1 Rajan, Purnima 1 Rama Krishna, C. 1 Rigotti, Mattia 1 Ross, Jarret 1 Schiff, Yair 1 Sharma, Vipul 1 Szeliski, Richard 1 Teng, Hao 1 Thuilot, Benoit 1 Wang, Liwei 1 Wang, Sen 1 Wang, Xiaogang 1 Wen, Jirong 1 Xiang, Tao 1 Xiao, Dongyue 1 Xing, Yuxiang 1 Yan, Ke 1 Ye, Minchao 1 Young, Richard A. 1 Zhang, Hao 1 Zhang, Jianming 1 Zhang, Li all top 5 Cited in 10 Serials 2 International Journal of Computer Vision 1 Acta Informatica 1 Journal of Mathematical Imaging and Vision 1 The Journal of Artificial Intelligence Research (JAIR) 1 Journal of Discrete Mathematical Sciences & Cryptography 1 Theory and Practice of Logic Programming 1 Computational & Mathematical Methods in Medicine 1 Algorithms 1 Computer Science Review 1 Texts in Computer Science all top 5 Cited in 6 Fields 12 Computer science (68-XX) 2 Information and communication theory, circuits (94-XX) 1 Probability theory and stochastic processes (60-XX) 1 Statistics (62-XX) 1 Biology and other natural sciences (92-XX) 1 Systems theory; control (93-XX) Citations by Year