LabelMe swMATH ID: 36633 Software Authors: Russell B.C., Torralba A., Murphy K.P., Freeman W.T. Description: LabelMe: A Database and Web-Based Tool for Image Annotation. We seek to build a large collection of images with ground truth labels to be used for object detection and recognition research. Such data is useful for supervised learning and quantitative evaluation. To achieve this, we developed a web-based tool that allows easy image annotation and instant sharing of such annotations. Using this annotation tool, we have collected a large dataset that spans many object categories, often containing multiple instances over a wide variety of images. We quantify the contents of the dataset and compare against existing state of the art datasets used for object recognition and detection. Also, we show how to extend the dataset to automatically enhance object labels with WordNet, discover object parts, recover a depth ordering of objects in a scene, and increase the number of labels using minimal user supervision and images from the web Homepage: https://link.springer.com/article/10.1007%2Fs11263-007-0090-8 Source Code: https://github.com/wkentaro/labelme Related Software: PASCAL VOC; SIFT; ImageNet; GrabCut; MS-COCO; Caltech-256; WordNet; SURF; Inception-v4; KITTI; darch; BSDS; Make3D; PointNet; YOLO; PyTorch; Im2Text; BLEU; DeepLab; ShuffleNet Cited in: 19 Publications all top 5 Cited by 57 Authors 2 Efros, Alexei A. 2 Grauman, Kristen 2 Hebert, Martial H. 2 Hoiem, Derek 1 Agostini, Alejandro 1 Bengio, Yoshua 1 Bordes, Antoine 1 Borji, Ali 1 Chechik, Gal 1 Chen, Jie 1 Chen, Yuanhao 1 Cuturi, Marco 1 Ding, Jiajun 1 Eiter, Thomas 1 Eslami, S. M. Ali 1 Fauth, Michael 1 Feng, Lin 1 Fieguth, Paul W. 1 Gong, Boqing 1 He, Xiongxiong 1 Heess, Nicolas 1 Kaminski, Tobias 1 Kim, Minyoung 1 Le, Tam 1 Li, Gang 1 Li, Qiuwei 1 Li, Yipeng 1 Liu, Shenglan 1 Liu, Xinwang 1 Liu, Yang 1 Lüddecke, Timo 1 Mesnil, Grégoire 1 Miao, Xu 1 Ouyang, Wanli 1 Payet, Nadia 1 Pietikäinen, Matti 1 Rao, Rajesh P. N. 1 See, John 1 Sha, Fei 1 Shen, Lina 1 Sun, Muxin 1 Szeliski, Richard 1 Tamosiunaite, Minija 1 Todorovic, Sinisa 1 Vijayanarasimhan, Sudheendra 1 Wang, Wenfeng 1 Wang, Xiaogang 1 Weston, Jason 1 Williams, Christopher K. I. 1 Winn, John A. jun. 1 Wörgötter, Florentin 1 Yang, Cong 1 Yuille, Alan L. 1 Zhang, Yunhui 1 Zhang, Zhikai 1 Zhu, Long 1 Zhu, Zhihui all top 5 Cited in 9 Serials 8 International Journal of Computer Vision 3 Machine Learning 1 Artificial Intelligence 1 Journal of Mathematical Imaging and Vision 1 Soft Computing 1 Data Mining and Knowledge Discovery 1 IEEE Transactions on Image Processing 1 SIAM Journal on Imaging Sciences 1 Texts in Computer Science Cited in 3 Fields 18 Computer science (68-XX) 4 Statistics (62-XX) 2 Information and communication theory, circuits (94-XX) Citations by Year