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Edge Detection

  • Holistically-Nested Edge Detection [Paper] [Code]
    • Holistically-Nested Edge Detection, arXiv:1504.06375.
  • DeepEdge [Paper]
    • DeepEdge: A Multi-Scale Bifurcated Deep Network for Top-Down Contour Detection, CVPR, 2015.
  • DeepContour [Paper]
    • DeepContour: A Deep Convolutional Feature Learned by Positive-Sharing Loss for Contour Detection, CVPR, 2015.

Visual Attention and Saliency

  • Mr-CNN [Paper]
    • Predicting Eye Fixations using Convolutional Neural Networks, CVPR, 2015.
  • Learning a Sequential Search for Landmarks [Paper]
    • Learning a Sequential Search for Landmarks, CVPR, 2015.
  • Multiple Object Recognition with Visual Attention [Paper]
    • Multiple Object Recognition with Visual Attention, ICLR, 2015.
  • Recurrent Models of Visual Attention [Paper]
    • Recurrent Models of Visual Attention, NIPS, 2014.

Other Topics

  • Visual Analogy [Paper]
    • Deep Visual Analogy Making, NIPS, 2015
  • Surface Normal Estimation [Paper]
    • Designing Deep Networks for Surface Normal Estimation, CVPR, 2015.
  • Action Detection [Paper]
    • Finding Action Tubes, CVPR, 2015.
  • Crowd Counting [Paper]
    • Cross-scene Crowd Counting via Deep Convolutional Neural Networks, CVPR, 2015.
  • 3D Shape Retrieval [Paper]
    • Sketch-based 3D Shape Retrieval using Convolutional Neural Networks, CVPR, 2015.
  • Weakly-supervised Classification
    • "Auxiliary Image Regularization for Deep CNNs with Noisy Labels", ICLR 2016, [Paper]
  • Artistic Style [Paper] [Code]
    • A Neural Algorithm of Artistic Style.
  • Human Gaze Estimation
  • Face Recognition
    • DeepFace: Closing the Gap to Human-Level Performance in Face Verification, CVPR, 2014. [Paper]
    • DeepID3: Face Recognition with Very Deep Neural Networks, 2015. [Paper]
    • FaceNet: A Unified Embedding for Face Recognition and Clustering, CVPR, 2015. [Paper]
  • Facial Landmark Detection
    • Facial Landmark Detection with Tweaked Convolutional Neural Networks, 2015. [Paper] [Project]