雜湊方法

公佈程式碼的：

1. AGH: Hashing with Graphs [Paper] [Code]
2. BPBC: Learning Binary Codes for High-Dimensional Data Using Bilinear Projections [Paper] [Code]
3. BRE: Learning to Hash with Binary Reconstructive Embeddings [Paper] [Code]
4. DBQ: Double-bit quantization for hashing [Paper] [Code]
5. E2LSH: Local Sensitive Hash 
   [Project Page] read
6. HDML: Hamming Distance Metric Learning [Paper] [Code]
7. IMH: Inter-Media Hashing for Large-scale Retrieval from Heterogenous Data Sources [Project Page] [Code]
8. ISOH: Isotropic Hashing [Paper] [Code]
9. ITQ: Iterative Quantization: A Procrustean Approach to Learning Binary Codes [Project Page]
    [Paper] [Code]read
10. KLSH: Kernelized Locality-Sensitive Hashing for Scalable Image Search [Project Page] [Paper] [Code]
11. KMH: K-means Hashing: an Affinity-Preserving Quantization Method for Learning Binary Compact Codes[Paper] [Code] read
12. KSH: Supervised Hashing with Kernels [Paper] [Code] read
13. MDSH: Multidimensional Spectral Hashing 
    [Paper] [Code]
14. MH: Manhattan hashing for large-scale image retrieval [Paper] [Code] read
15. MinH: Minimal Loss Hashing for Compact Binary Codes [Paper] [Code] [Slide]
16. OPQ: Optimized Product Quantization for Approximate Nearest Neighbor Search [Paper] [Code]
17. SH: Spectral Hashing [Paper] [Code] read
18. IHM: Inductive Hashing on Manifolds (2013 CVPR) ProjectPage read
19. BSPH: Semi-supervised Nonlinear Hashing Using Bootstrap Sequential Projection Learning (2012 TKDE)ProjectPage read
20. FastHash: Fast Supervised Hashing with Decision Trees for High-Dimensional Data (2014 CVPR) [Code] read

無程式碼：

常用資料庫

關注的人

注：下面不同的雜湊方法的程式碼可以在他們的主頁上找到

• Hamming Distance Metric Learning

  Fast Search in Hamming Space with Multi-Index Hashing

  Minimal Loss Hashing for Compact Binary Codes code

• Spectral Hashing read

  Multidimensional Spectral Hashing

• A general two-step approach to learning-based hashing (CVPR 2013)code in Bitbucket
  閱讀筆記

  Learning hash functions using column generation (ICML 2013)code in Bitbucket

  Fast Supervised Hashing with Decision Trees (CVPR 2014)Papercode in Bitbucket read

• Iterative Quantization (CVPR 2011)Project page read

  Angular Quantization-based Binary Codes for Fast Similarity Search (NIPS 2012)Project page

  Learning Binary Codes for High-Dimensional Data Using Bilinear Projections (CVPR 2013)Project page

• kahe

  Optimized Product Quantization (CVPR 2013)Project page

他人講解papers的一些好博文

非雜湊方法

• liangzheng
  • Packing and Padding: Coupled Multi-Index for Accurate Image Retrieval
  • Bayes Merging of Multiple Vocabularies for Scalable Image Retrieval
  • Lp-norm IDF for Large Scale Image Search
  • Visual Phraselet: Refining Spatial Constraints for Large Scale Image Search