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.