awesome-cbir-papers/README.md

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Awesome image retrieval papers

Papers

  1. Object retrieval with large vocabularies and fast spatial matching
  2. Improving the Fisher Kernel for Large-Scale Image Classification
  3. Visual Categorization with Bags of Keypoints
  4. ORB: an efficient alternative to SIFT or SURF
  5. Object Recognition from Local Scale-Invariant Features
  6. Deep Image Retrieval:Learning global representations for image search

Plan to read

  1. Visual Search at Pinterest
  2. VisualRank: Applying PageRank to Large-Scale Image Search

Tutorials

  1. Recent Image Search Techniques
  2. Compact Features for Visual Search

Awesome multiclass classification

papers

  1. Loss Functions for Top-k Error: Analysis and Insights and Top-k Multiclass SVM, code

Tutorials

  1. Linear Classification, 中文版, demo

Logo Detection and Classification

Paper

  1. LOGO-Net: Large-scale Deep Logo Detection and Brand Recognition with Deep Region-based Convolutional Networks