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ImageNet Classification

  • Microsoft (Deep Residual Learning) [Paper][Slide]
    • Deep Residual Learning for Image Recognition, arXiv:1512.03385.
  • Microsoft (PReLu/Weight Initialization) [Paper]
    • Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification, arXiv:1502.01852.
  • Batch Normalization [Paper]
    • Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift, arXiv:1502.03167.
  • GoogLeNet, CVPR, 2015. [Paper]
  • VGG-Net [Web] [Paper]
    • Very Deep Convolutional Networks for Large-Scale Visual Recognition, ICLR, 2015.
  • AlexNet [Paper]
    • ImageNet Classification with Deep Convolutional Neural Networks, NIPS, 2012.

Video Classification

  • "Delving Deeper into Convolutional Networks for Learning Video Representations", ICLR 2016. [Paper]
  • "Deep Multi Scale Video Prediction Beyond Mean Square Error", ICLR 2016. [Paper]