STL-10 dataset swMATH ID: 39164 Software Authors: Adam Coates, Honglak Lee, Andrew Y. Ng Description: The STL-10 dataset is an image recognition dataset for developing unsupervised feature learning, deep learning, self-taught learning algorithms. It is inspired by the CIFAR-10 dataset but with some modifications. In particular, each class has fewer labeled training examples than in CIFAR-10, but a very large set of unlabeled examples is provided to learn image models prior to supervised training. The primary challenge is to make use of the unlabeled data (which comes from a similar but different distribution from the labeled data) to build a useful prior. We also expect that the higher resolution of this dataset (96x96) will make it a challenging benchmark for developing more scalable unsupervised learning methods. Reference: Adam Coates, Honglak Lee, Andrew Y. Ng An Analysis of Single Layer Networks in Unsupervised Feature Learning Homepage: https://cs.stanford.edu/~acoates/stl10/ Related Software: CIFAR; AlexNet; ImageNet; darch; AdaGrad; Adam; MNIST; U-Net; GitHub; GloVe; Inception-v4; FaceNet; DeepFace; DGM; Evolino; word2vec; LIBSVM; Entropy-SGD; Saga; Outex Cited in: 23 Publications all top 5 Cited by 72 Authors 1 Arridge, Simon R. 1 Bohn, Bastian 1 Carlier, Guillaume 1 Chaudhari, Pratik 1 Chen, Wufan 1 Chen, Zhong 1 Corchado, Juan Manuel 1 Cubero, Axel Cortés 1 Czaja, Wojciech 1 Di Mauro, Nicola 1 Di Ventra, Massimiliano 1 dos Santos, Fernando P. 1 Duan, Jia 1 Esposito, Floriana 1 Fang, Zhixiang 1 Feng, Qianjin 1 Ghose, Amur 1 González Arrieta, Angélica 1 Griebel, Michael 1 Haber, Eldad 1 Hauptmann, Andreas 1 He, Bo 1 Hu, Lianting 1 Hu, Xiaolin 1 Huang, Meiyan 1 Jabin, Pierre-Emmanuel 1 Jaini, Priyank 1 Jiang, Bai 1 Jin, Yifan 1 Kannan, Dinesh 1 Kim, Minyoung 1 Kittler, Josef 1 Kong, Xiangzhen 1 Lakhmiri, Dounia 1 Le Digabel, Sébastien 1 Lendasse, Amaury 1 Li, Yuanman 1 Liang, Huiying 1 López-Sánchez, Daniel 1 Lu, Long 1 Lu, Zhentai 1 Manukian, Haik 1 Ndjakou Njeunje, Franck Olivier 1 Nian, Rui 1 Oberman, Adam M. 1 Osher, Stanley Joel 1 Pei, Yan Ru 1 Ponti, Moacir Antonelli 1 Poupart, Pascal 1 Puškarov, Tatjana 1 Qi, Peng 1 Rawat, Waseem 1 Rong, Yi 1 Ruthotto, Lars 1 Saul, Lawrence K. 1 Sha, Qixin 1 Shen, Yue 1 Soatto, Stefano 1 Song, Yan 1 Vergari, Antonio 1 Wang, Zenghui 1 Wong, Wing Hung 1 Wu, Tung-Yu 1 Xiong, Shengwu 1 Yan, Tianhong 1 Yang, Wei 1 Yılmaz, Özgür 1 Yu, Mei 1 Zhang, Ruiling 1 Zhou, Jiantao 1 Zhu, Yuemei 1 Zor, Cemre all top 5 Cited in 16 Serials 3 Information Sciences 3 Neural Computation 3 SIAM Journal on Mathematics of Data Science 2 Journal of Mathematical Imaging and Vision 1 The Annals of Statistics 1 International Journal of Approximate Reasoning 1 Neural Networks 1 Multidimensional Systems and Signal Processing 1 Machine Learning 1 Mathematical Problems in Engineering 1 Data Mining and Knowledge Discovery 1 Journal of Machine Learning Research (JMLR) 1 Journal of Statistical Mechanics: Theory and Experiment 1 Computational & Mathematical Methods in Medicine 1 Research in the Mathematical Sciences 1 SN Operations Research Forum all top 5 Cited in 12 Fields 21 Computer science (68-XX) 10 Statistics (62-XX) 4 Information and communication theory, circuits (94-XX) 3 Partial differential equations (35-XX) 3 Numerical analysis (65-XX) 3 Biology and other natural sciences (92-XX) 2 Statistical mechanics, structure of matter (82-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) 1 Probability theory and stochastic processes (60-XX) 1 Operations research, mathematical programming (90-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Systems theory; control (93-XX) Citations by Year