DeepHash-Papers

Contributed by Yue Cao.

We release DeepHash, an open source library for deep learning to hash. This repository provides a standard deep hash training and testing framework. Currently, the implemented models in DeepHash include DHN, DQN, DVSQ, and DCH.

Any changes are welcomed.

Single-Modal Deep Hashing Methods

[AAAI 2014] Supervised Hashing via Image Representation Learning [paper] [code]

Rongkai Xia , Yan Pan, Hanjiang Lai, Cong Liu, Shuicheng Yan.

[CVPR 2015] Simultaneous Feature Learning and Hash Coding with Deep Neural Networks [paper]

Hanjiang Lai, Yan Pan, Ye Liu, Shuicheng Yan.

[TIP 2015] Bit-Scalable Deep Hashing With Regularized Similarity Learning for Image Retrieval and Person Re-Identification [paper] [code]

Ruimao Zhang, Liang Lin, Rui Zhang, Wangmeng Zuo, Lei Zhang.

[IJCAI 2015] Convolutional Neural Networks for Text Hashing [paper]

Jiaming Xu, PengWang, Guanhua Tian, Bo Xu, Jun Zhao, Fangyuan Wang, Hongwei Hao.

[CVPR 2015] Deep Semantic Ranking Based Hashing for Multi-Label Image Retrieval [paper] [code]

Fang Zhao, Yongzhen Huang, Liang Wang, Tieniu Tan.

[AAAI 2015] Deep Hashing for Compact Binary Codes Learning [paper]

Venice Erin Liong, Jiwen Lu, Gang Wang, Pierre Moulin, Jie Zhou.

[CVPRW 2015] Deep Learning of Binary Hash Codes for Fast Image Retrieval [paper] [code]

Kevin Lin, Huei-Fang Yang, Jen-Hao Hsiao, Chu-Song Chen.

[IJCAI 2016] Feature Learning based Deep Supervised Hashing with Pairwise Labels [paper] [code]

Wu-Jun Li, Sheng Wang, Wang-Cheng Kang.

[AAAI 2016] Deep Hashing Network for Efficient Similarity Retrieval [paper] [code]

Han Zhu, Mingsheng Long, Jiamin Wang, Yue Cao.

[AAAI 2016] Deep Quantization Network for Efficient Image Retrieval [paper] [code]

Yue Cao, Mingsheng Long, Jiamin Wang, Han Zhu, Qingfu Wen.

[CVPR 2016] Deep Supervised Hashing for Fast Image Retrieval [paper] [code]

Haomiao Liu, Ruiping Wang, Shiguang Shan, Xilin Chen.

[SIGIR 2017] Deep Semantic Hashing with Generative Adversarial Networks [paper]

Zhaofan Qiu, Yingwei Pan, Ting Yao, Tao Mei.

[CVPR 2017] Deep Visual-Semantic Quantization for Efficient Image Retrieval [paper] [code]

Yue Cao, Mingsheng Long, Jianmin Wang, Shichen Liu.

[ICCV 2017] HashNet: Deep Learning to Hash by Continuation [paper] [code]

Zhangjie Cao, Mingsheng Long, Jianmin Wang, Philip S. Yu.

[CVPR 2018] HashGAN: Deep Learning to Hash with Pair Conditional Wasserstein GAN [paper]

Yue Cao, Mingsheng Long, Bin Liu, Jiamin Wang.

[CVPR 2018] Deep Cauchy Hashing for Hamming Space Retrieval [paper] [code]

Yue Cao, Mingsheng Long, Bin Liu, Jianmin Wang.

[CVPR 2018] Hashing as Tie-Aware Learning to Rank [paper] [code]

Kun He, Fatih Cakir, Sarah Adel Bargal, Stan Sclaroff.

[ECCV 2018] Hashing with Binary Matrix Pursuit [paper] [code]

Fatih Cakir, Kun He, Stan Sclaroff.

[TPAMI 2019] Hashing with Mutual Information [paper] [code]

Fatih Cakir*, Kun He*, Sarah Adel Bargal, Stan Sclaroff (equal contrib.).

Cross-Modal Deep Hashing Methods

[KDD 2016] Deep Visual-Semantic Hashing for Cross-Modal Retrieval [paper]

Yue Cao, Mingsheng Long, Jianmin Wang, Qiang Yang, Philip S. Yu.

[ICMR 2016] Correlation Autoencoder Hashing for Supervised Cross-Modal Search [paper]

Yue Cao, Mingsheng Long, Jianmin Wang, Han Zhu.

[AAAI 2017] Collective Deep Quantization for Efficient Cross-Modal Retrieval [paper] [code]

Yue Cao, Mingsheng Long, Jianmin Wang, Shichen Liu.

[CVPR 2017] Deep Cross-Modal Hashing [paper] [code]

Qing-Yuan Jiang, Wu-Jun Li.

[BMVC 2017] Correlation Hashing Network for Efficient Cross-Modal Retrieval [paper]

Yue Cao, Mingsheng Long, Jianmin Wang.