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diving-deep's Introduction

Diving-Deep

Implementing deep learning papers in Keras

Contents

  1. IMAGENET CLASSIFICATION WITH DEEP CONVOLUTIONAL NEURAL NETWORKS (AlexNet) - Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton
    https://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks.pdf

  2. VISUALIZING AND UNDERSTANDING CONVOLUTIONAL NETWORKS (ZFNet) - Matthew D. Zeiler, Rob Fergus
    https://arxiv.org/pdf/1311.2901.pdf

  3. VERY DEEP CONVOLUTIONAL NETWORKS FOR LARGE-SCALE IMAGE RECOGNITION (VGG19) - Karen Simonyan, Andrew Zisserman
    https://arxiv.org/pdf/1409.1556.pdf

  4. DEEP RESIDUAL LEARNING FOR IMAGE RECOGNITION (Resnet34) - Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun
    https://arxiv.org/pdf/1512.03385.pdf

  5. GOING DEEPER WITH CONVOLUTIONS (GoogLeNet) - Christian Szegedy, Wei Liu, Yangqing Jia, Pierre Sermanet, Scott Reed, Dragomir Anguelov, Dumitru Erhan, Vincent Vanhoucke, Andrew Rabinovich
    https://arxiv.org/pdf/1409.4842.pdf

  6. RETHINKING THE INCEPTION ARCHITECTURE FOR COMPUTER VISION (InceptionV3) - Christian Szegedy, Vincent Vanhoucke, Sergey Ioffe, Jonathon Shlens, Zbigniew Wojna
    https://arxiv.org/pdf/1512.00567.pdf

  7. XCEPTION: DEEP LEARNING WITH DEPTHWISE SEPARABLE CONVOLUTIONS (Xception) - Francois Chollet
    https://arxiv.org/pdf/1610.02357.pdf

  8. MOBILENETS: EFFICIENT CONVOLUTIONAL NEURAL NETWORKS FOR MOBILE VISION APPLICATIONS (MobileNets) - Andrew G. Howard, Menglong Zhu, Bo Chen, Dmitry Kalenichenko, Weijun Wang, Tobias Weyand, Marco Andreetto, Hartwig Adam
    https://arxiv.org/pdf/1704.04861.pdf

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