学术讨论

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...

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...

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...

Multi-scale Orderless Pooling of Deep Convolutiona...

作者:Gong, Y., Guo, R., Lazebnik, S., & Wang, L. 发布时间: 2018-02-02
To improve the invariance of CNN activations without degrading their discriminative power, this p...

One Millisecond Face Alignment with an Ensemble of...

作者:Kazemi, Vahid, and Josephine Sullivan发布时间: 2018-02-02
This paper addresses the problem of Face Alignment for a single image. We show how an ensemble of...

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...

Microsoft COCO: Common Objects in Context

作者:Belongie, S.J., Doll醨, P., Hays, J., Lin, T., Maire, M., Perona, P., Ramanan, D., & Zitnick, C.L.发布时间: 2018-02-02
 We present a new dataset with the goal of advancing the state-of-the-art in object recognit...

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 Review on Multi-Label Learning Algorithms

作者:Zhang, M., & Zhou, Z.发布时间: 2018-02-02
This paper aims to provide a timely review on multi-label learning studies the problem where each...

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 ...