Collections for Image Classification (and video and others)

Simply a collection of classic computer vision papers

Image Classification

  • Gradient-based learning applied to document recognition, LeNet-5, Proceedings of the IEEE 1998, pdf
  • ImageNet Classification with Deep Convolutional Neural Networks, AlexNet, NIPS 2012, pdf, slides
  • Visualizing and Understanding Convolutional Networks, ZFNet, ECCV 2014, pdf
  • Network In Network, NiN, ICLR 2014, pdf
  • Very Deep Convolutional Networks for Large-Scale Image Recognition, VGG, pdf
  • Going Deeper with Convolutions, Inception, CVPR 2015, pdf
  • Deep Residual Learning for Image Recognition, ResNet, CVPR 2016, pdf
  • Wide Residual Networks, BMVC 2016 , pdf
  • Rethinking the Inception Architecture for Computer Vision, Inception v3, CVPR, pdf
  • Aggregated Residual Transformations for Deep Neural Networks, ResNext, pdf
  • Densely Connected Convolutional Networks, DenseNet, CVPR 2017, pdf
  • Squeeze-and-Excitation Networks, SENet, CVPR 2018, pdf
  • Residual Attention Network for Image Classification, CVPR 2018, pdf

Video Classification

  • A Closer Look at Spatiotemporal Convolutions for Action Recognition, R(2+1)D, CVPR 2018, pdf
  • Video Classification with Channel-Separated Convolutional Networks, CVPR 2019, pdf
  • Large-scale weakly-supervised pre-training for video action recognition, pdf

MISC Resources

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