学术讨论

Knowledge vault: a web-scale approach to probabili...

作者:Dong, X., Gabrilovich, E., Heitz, G., Horn, W., Lao, N., Murphy, K., ... & Zhang, W. 发布时间: 2018-02-02
 We introduce Knowledge Vault, a Web-scale probabilistic knowledge base that combines extrac...

Dropout: a simple way to prevent neural networks f...

作者:Hinton, G.E., Krizhevsky, A., Srivastava, N., Sutskever, I., & Salakhutdinov, R.发布时间: 2018-02-02
The key idea is to randomly drop units (along with their connections) from the neural network dur...

Deep Residual Learning for Image Recognition

作者:He, K., Ren, S., Sun, J., & Zhang, X. 发布时间: 2018-02-02
We present a residual learning framework to ease the training of deep neural networks that are su...

Batch Normalization: Accelerating Deep Network Tra...

作者:Sergey Ioffe, Christian Szegedy 发布时间: 2018-02-02
Training Deep Neural Networks is complicated by the fact that the distribution of each layer's in...

High-Speed Tracking with Kernelized Correlation Fi...

作者:Batista, J., Caseiro, R., Henriques, J.F., & Martins, P. 发布时间: 2018-02-02
 In most modern trackers,  to cope with natural image changes, a classifier is typ...

Scalable Nearest Neighbor Algorithms for High Dime...

作者:Lowe, D.G., & Muja, M. 发布时间: 2018-02-02
We propose new algorithms for approximate nearest neighbor matching and evaluate and compare them...

A survey of multiple classifier systems as hybrid ...

作者:Corchado, E., Gra馻, M., & Wozniak, M. 发布时间: 2018-02-02
A current focus of intense research in pattern classification is the combination of several class...

How transferable are features in deep neural netwo...

作者:Bengio, Y., Clune, J., Lipson, H., & Yosinski, J. 发布时间: 2018-02-02
 We experimentally quantify the generality versus specificity of neurons in each layer of a ...

Simultaneous Detection and Segmentation

作者:Arbeláez, P.A., Girshick, R.B., Hariharan, B., & Malik, J. 发布时间: 2018-02-02
We aim to detect all instances of a category in an image and, for each instance, mark the pixels ...

A survey on feature selection methods

作者:Chandrashekar, G., & Sahin, F.发布时间: 2018-02-02
Plenty of feature selection methods are available in literature due to the availability of data w...

Large-Scale Video Classification with Convolutiona...

作者:Fei-Fei, L., Karpathy, A., Leung, T., Shetty, S., Sukthankar, R., & Toderici, G.发布时间: 2018-02-02
Convolutional Neural Networks (CNNs) have been established as a powerful class of models for imag...

Trends in extreme learning machines: a review

作者:Huang, G., Huang, G., Song, S., & You, K.发布时间: 2018-02-02
 We aim to report the current state of the theoretical research and practical advances on Ex...

Learning deep features for scene recognition using...

作者:Lapedriza, ?, Oliva, A., Torralba, A., Xiao, J., & Zhou, B.发布时间: 2018-02-02
 We introduce a new scene-centric database called Places with over 7 million labeled picture...

A survey on concept drift adaptation

作者:Bifet, A., Bouchachia, A., Gama, J., Pechenizkiy, M., & Zliobaite, I. 燗CM Comput. Surv.发布时间: 2018-02-02
This work aims at providing a comprehensive introduction to the concept drift adaptation tha...