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Davian Computer Vision Paper Study

2018.07

  • Residual attention network for image classification[paper] [slides]- Fei Wang et al., 2017 CVPR

    • stacked attention + residual learning
  • Multimodal Unsupervised Image-to-Image Translation[paper] [slides]- Xun Huang et al., 2018 archive

  • FaceNet : A Unified Embedding for Face Recognition and Clustering[paper] [slides]- Florian Schroff et al., 2015 CVPR

    • Embedding face to a 128 dimensional vector
    • Triplet Loss
  • DenseASPP for Semantic Segmentation in Street Scenes[paper] [slides]- Maoke Yang et al., 2018 CVPR

    • DenseNet + ASPP
    • Cityscapes dataset SOTA (78.9 mIoU)
  • Few-Shot Segmentation Propagation with Guided Networks[paper] [slides]- Kate Rakelly et al., 2018 archive

    • Few-Shot learning

2018.08

  • Batch-Instance Normalization for Adaptively Style-Invariant Neural Networks[paper] [slides]- H Nam et al., 2018 archive

  • To learn image super-resolution, use a GAN to learn how to do image degradation first[paper] - A Bulat et al., 2018 ECCV

  • GANimation: Anatomically-aware Facial Animation from a Single Image[paper] - A Pumarola et al., 2018 ECCV

  • Context encoding for semantic segmentation[paper] [slides] - H Zhange et al., 2018 CVPR

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