哈希學習（2）—— Hashing圖像檢索資源

CVPR14 圖像檢索papers——圖像檢索

 

1.  Triangulation embedding and democratic aggregation for imagesearch (Orals)

2.  Collaborative Hashing (post)

3.  Packing and Padding: Coupled Multi-index for Accurate ImageRetrieval (post) technical report

4.  Bayes Merging of Multiple Vocabularies for Scalable ImageRetrieval (post) technical report

5.  Fast Supervised Hashing with Decision Trees for High-DimensionalData (post)

6.  Learning Fine-grained Image Similarity with Deep Ranking (post)

7.  Congruency-Based Reranking (post)可能

8.  Fisher and VLAD with FLAIR (post)可能

9.  Locality in Generic Instance Search from One Example (post)

10.  Asymmetric sparse kernelapproximations for large-scale visual search (post)

11.  Locally Linear Hashing forExtracting Non-Linear Manifolds (post)

12.  Adaptive Object Retrievalwith Kernel Reconstructive Hashing (post)

13.  Hierarchical Feature Hashingfor Fast Dimensionality Reduction (post)

 

 

CVPR15image retrieval reading list

Image retrieval關鍵詞

·        FAemb: A Function Approximation-Based Embedding Method for Image Retrieval

·        Image Retrieval Using Scene Graphs

·        Revisiting Kernelized Locality-Sensitive Hashing for Improved Large-ScaleImage Retrieval

·        Early Burst Detection for Memory-Efficient Image Retrieval

·        Deep Semantic Ranking Based Hashing for Multi-Label Image Retrieval（已讀）

·        Query-Adaptive Late Fusion for Image Search and Person Re-identification

Hashing關鍵詞

·        Supervised Discrete Hashing

·        Hashing With Binary Autoencoders

·        Reflectance Hashing for Material Recognition

·        Deep Hashing for Compact Binary Codes Learning

·        Online Sketching Hashing

·        Semantics-Preserving Hashing for Cross-View Retrieval

·        Face Video Retrieval With Image Query via Hashing Across Euclidean Spaceand Riemannian Manifold

 

2016

·     Learning to Hash for Indexing Big Data——A Survey

公布代碼的：

 

• CSDSH:Column Sampling based Discrete Supervised Hashing
  

 

 

• SGH :Scalable Graph Hashing with Feature Transformation [Paper]
  

 

 

• AGH: Hashing with Graphs [Paper] [Code]

 

 

• BPBC: Learning Binary Codes for High-Dimensional Data Using Bilinear Projections [Paper] [Code]

 

 

• BRE: Learning to Hash with Binary Reconstructive Embeddings [Paper] [Code]

 

 

• DBQ: Double-bit quantization for hashing [Paper] [Code]

 

 

• E2LSH: Local Sensitive Hash [Project Page] 

 

 

• HDML: Hamming Distance Metric Learning [Paper] [Code]

 

 

• IMH: Inter-Media Hashing for Large-scale Retrieval from Heterogenous Data Sources [Project Page][Code]

 

 

• ISOH: Isotropic Hashing [Paper] [Code]

 

 

• ITQ: Iterative Quantization: A Procrustean Approach to Learning Binary Codes [Project Page][Paper] [Code] 

 

 

• KLSH: Kernelized Locality-Sensitive Hashing for Scalable Image Search [Project Page] [Paper][Code]

 

 

• KMH: K-means Hashing: an Affinity-Preserving Quantization Method for Learning Binary Compact Codes [Paper] [Code] 

 

 

• KSH: Supervised Hashing with Kernels [Paper] [Code] 

 

 

• MDSH: Multidimensional Spectral Hashing [Paper] [Code]

 

 

• MH: Manhattan hashing for large-scale image retrieval [Paper] [Code] 

 

 

• MLH: Minimal Loss Hashing for Compact Binary Codes [Paper] [Code] [Slide] （KMH中有提到MLH是一種半監督的哈希）

 

 

• OPQ: Optimized Product Quantization for Approximate Nearest Neighbor Search [Paper] [Code]

 

 

• SH: Spectral Hashing [Paper] [Code] 

 

 

• IHM: Inductive Hashing on Manifolds (2013 CVPR) ProjectPage 

 

 

• BSPH: Semi-supervised Nonlinear Hashing Using Bootstrap Sequential Projection Learning (2012 TKDE)ProjectPage 

 

 

• FastHash: Fast Supervised Hashing with Decision Trees for High-Dimensional Data (2014 CVPR)[Code] 

 

 

• Spherical Hashing: Spherical Hashing (2012 CVPR)

 

無代碼：

1. PDH: Predictable Dual-View Hashing (ICML2013) 

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常用數據庫

1. LabelMe
2. min-loss-hashing

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關注的人

注：下面不同的哈希方法的代碼可以在他們的主頁上找到

• Grauman

  Image search and large-scale retrieval系列Paper

• Norouzi

  Hamming Distance Metric Learning

  Fast Search in Hamming Space with Multi-Index Hashing

  Minimal Loss Hashing for Compact Binary Codes code

• Fergus

  Spectral Hashing read

  Multidimensional Spectral Hashing

• Chhshen & Guosheng Lin

  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

• Yunchao

  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

  K-means Hashing (CVPR 2013)code link from his homepage read

  Optimized Product Quantization (CVPR 2013)Project page

• Jun Wang

• *Wei Liu *

• Xianglong LIU, 劉老師是2012年開始做哈希，發表過一系列論文，是國內做哈希比較早的學者，在他的主頁上有一些他發表的哈希文章的代碼。

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參考資料：

1.   Hashing圖像檢索源碼及數據庫總結http://yongyuan.name/blog/codes-of-hash-for-image-retrieval.html

2.  大數據哈希學習：現狀與趨勢http://www.36dsj.com/archives/23799

3.  CVPR14圖像檢索papershttp://yongyuan.name/blog/cvpr14-reading-list.html

4.  CVPR15 image retrieval readinglisthttp://yongyuan.name/blog/cvpr15-image-retrieval-reading-list.html

他人講解papers的一些好博文

• Locality Sensitive Hashing(LSH)之隨機投影法
• Semi-Supervised Hashing
• Spherical Hashing

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非哈希方法

• 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

鏈接：https://www.jianshu.com/p/646da8b86d04