MS-COCO swMATH ID: 32600 Software Authors: Tsung-Yi Lin, Michael Maire, Serge Belongie, Lubomir Bourdev, Ross Girshick, James Hays, Pietro Perona, Deva Ramanan, C. Lawrence Zitnick, Piotr Dollár Description: Microsoft COCO: Common Objects in Context. We present a new dataset with the goal of advancing the state-of-the-art in object recognition by placing the question of object recognition in the context of the broader question of scene understanding. This is achieved by gathering images of complex everyday scenes containing common objects in their natural context. Objects are labeled using per-instance segmentations to aid in precise object localization. Our dataset contains photos of 91 objects types that would be easily recognizable by a 4 year old. With a total of 2.5 million labeled instances in 328k images, the creation of our dataset drew upon extensive crowd worker involvement via novel user interfaces for category detection, instance spotting and instance segmentation. We present a detailed statistical analysis of the dataset in comparison to PASCAL, ImageNet, and SUN. Finally, we provide baseline performance analysis for bounding box and segmentation detection results using a Deformable Parts Model. Homepage: https://arxiv.org/abs/1405.0312 Related Software: ImageNet; Faster R-CNN; PASCAL VOC; KITTI; DeepLab; SSD; AlexNet; PyTorch; Adam; TensorFlow; Cityscapes; Inception-v4; ADE20k; PointNet; ShuffleNet; Caffe; Python; GitHub; LabelMe; YOLO Cited in: 44 Publications all top 5 Cited by 167 Authors 2 Tao, Dacheng 2 Wang, Xiaogang 2 Zhang, Jing 1 Abbasnejad, M. Ehsan 1 Abdusalomov, Akmalbek 1 Agostini, Alejandro 1 Ahsan, Unaiza 1 Arnab, Anurag 1 Avazov, Kuldoshbay 1 Baratov, Nodirbek 1 Boughanmi, Wadi 1 Bowden, Adam 1 Cauchois, Maxime 1 Chen, Jie 1 Chen, Xilin 1 Chen, Yunfang 1 Chen, Zhe 1 Cheng, Xin 1 Chidlovskii, Boris 1 Cho, Young Im 1 Chrupała, Grzegorz 1 Chtourou, Zied 1 Chuang, Isaac L. 1 Csurka, Gabriela 1 Daniilidis, Kostas 1 De Baets, Bernard 1 Delleji, Tijeni 1 Dong, Luobing 1 Duan, Mingdong 1 Duchi, John C. 1 Fan, Jinlong 1 Fan, Yi 1 Fauth, Michael 1 Fedkiw, Ron 1 Fekih, Hedi 1 Fieguth, Paul W. 1 Geiger, Andreas 1 Gibou, Frédéric 1 Guo, Jianyuan 1 Guo, Zhenhua 1 Gupta, Suyash 1 Hagen, Matthew 1 Hamprecht, Fred A. 1 Han, Jungong 1 Han, Junwei 1 Hehn, Thomas M. 1 Hou, Jie 1 Hou, Lijun 1 Hu, Changhua 1 Hu, Yanpeng 1 Huang, Feicheng 1 Huang, Lang 1 Hyde, David A. B. 1 Iliadis, Dimitrios 1 Jarray, Achref 1 Jedynak, Bruno M. 1 Ji, Shuiwang 1 Jiang, Lu 1 Kahl, Fredrik 1 Kallel, Abdelaziz 1 Khattar, Sahil 1 Kooij, Julian F. P. 1 Kortylewski, Adam 1 Lai, Weike 1 Larsson, Måns 1 Latecki, Longin Jan 1 Li, Hanyan 1 Li, Jingyu 1 Li, Lingfeng 1 Li, Zhixin 1 Liang, Yun 1 Lin, Dahua 1 Lin, Jingzhi 1 Liu, Ji 1 Liu, Li 1 Liu, Lingqiao 1 Liu, Sifei 1 Liu, Xiaoyu 1 Liu, Xinwang 1 Liu, Yuxuan 1 Lüddecke, Timo 1 Luo, Haobin 1 Luo, Ping 1 Luo, Shousheng 1 Ma, Huifang 1 Ma, Huimin 1 Ma, Tinghuai 1 Ma, Xindi 1 Ma, Yongming 1 Makhmudov, Fazliddin 1 Maybank, Stephen John 1 Meng, Deyu 1 Mir, Roohie Naaz 1 Mukhiddinov, Mukhriddin 1 Navab, Nassir 1 Ni, Jiancheng 1 Nie, Yan 1 Niu, Shaozhang 1 Northcutt, Curtis G. 1 Ouyang, Wanli ...and 67 more Authors all top 5 Cited in 23 Serials 14 International Journal of Computer Vision 2 Machine Learning 2 Journal of Mathematical Imaging and Vision 2 The Journal of Artificial Intelligence Research (JAIR) 2 International Journal of Wavelets, Multiresolution and Information Processing 2 Mathematical Biosciences and Engineering 2 SIAM Journal on Imaging Sciences 2 Foundations and Trends in Computer Graphics and Vision 1 Artificial Intelligence 1 Journal of Computational Physics 1 Physica A 1 Theoretical Computer Science 1 Neural Computation 1 Mathematical Problems in Engineering 1 Data Mining and Knowledge Discovery 1 Journal of Discrete Mathematical Sciences & Cryptography 1 Journal of Machine Learning Research (JMLR) 1 Inverse Problems and Imaging 1 Computer Science Review 1 Control Theory and Technology 1 Texts in Computer Science 1 Mathematical Foundations of Computing 1 SN Operations Research Forum all top 5 Cited in 11 Fields 40 Computer science (68-XX) 8 Information and communication theory, circuits (94-XX) 3 Statistics (62-XX) 2 Partial differential equations (35-XX) 2 Operations research, mathematical programming (90-XX) 1 Probability theory and stochastic processes (60-XX) 1 Numerical analysis (65-XX) 1 Fluid mechanics (76-XX) 1 Statistical mechanics, structure of matter (82-XX) 1 Biology and other natural sciences (92-XX) 1 Systems theory; control (93-XX) Citations by Year