hash 图像检索方法汇总
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本文参考来自:http://yongyuan.name/blog/codes-of-hash-for-image-retrieval.html
哈希方法
主要贴公布代码的:
- AGH: Hashing with Graphs, Paper and Code
- BPBC: Learning Binary Codes for High-Dimensional Data Using Bilinear Projections, Paper and Code
- BRE: Learning to Hash with Binary Reconstructive Embeddings Paper and Code
- DBQ: Double-bit quantization for hashing Paper and Code
- E2LSH: Local Sensitive Hash, Project Page
- HDML: Hamming Distance Metric Learning, Paper and Code
- IMH: Inter-Media Hashing for Large-scale Retrieval from Heterogenous Data Sources, Project Page and Code
- ISOH: Isotropic Hashing, Paper and Code
- ITQ: Iterative Quantization: A Procrustean Approach to Learning Binary Codes Paper and Code
已下线 - KLSH: Kernelized Locality-Sensitive Hashing for Scalable Image Search, Project Page, Paper and Code
- KMH: K-means Hashing: an Affinity-Preserving Quantization Method for Learning Binary Compact Codes, Paper andCode
- KSH: Supervised Hashing with Kernels, Paper and Code
- MDSH: Multidimensional Spectral Hashing, Paper and Code
- MH: Manhattan hashing for large-scale image retrieval, Paper and Code
- MLH: Minimal Loss Hashing for Compact Binary Codes, Paper, Code and Slide
- OPQ: Optimized Product Quantization for Approximate Nearest Neighbor Search, Paper and Code
- SH: Spectral Hashing, Paper and 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)
- PDH: Predictable Dual-View Hashing, Paper (ICML2013)
另外推荐两个整理的:Learning to Hash, Introduction to Hashing.
常用数据库
- LabelMe
- min-loss-hashing
- 图像检索:常用图像库整理
关注的人
注:下面不同的哈希方法的代码可以在他们的主页上找到
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
Multidimensional Spectral Hashing
- Chhshen & Guosheng Lin
A general two-step approach to learning-based hashing (CVPR 2013), code, 阅读笔记
Learning hash functions using column generation (ICML 2013), code
Fast Supervised Hashing with Decision Trees (CVPR 2014), Paper and code
- Yunchao
Iterative Quantization (CVPR 2011), Project page
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
Optimized Product Quantization (CVPR 2013), Project page
Jun Wang
Wei Liu, 代表方法AGH
Xianglong LIU, 刘老师是2012年开始做哈希,发表过一系列论文,是国内做哈希比较早的学者,在他的主页上有一些他发表的哈希文章的代码。
他人讲解papers的一些好博文
- Locality Sensitive Hashing(LSH)之随机投影法
- Semi-Supervised Hashing
- Spherical Hashing
非哈希方法
- Liang Zheng
- 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
感谢这些公布代码的大神,本小硕向你们致以崇高的敬意,如果各位看官发觉还有没收录进来的,恳请留言以便补充完整。
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