Charrrlie / HMCH

Hierarchical Cross-modal Hashing

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HMCH

This repository is for "Hierarchical Multi-task Cross-modal Hashing".

By Chao Han, Xuehai Hong.

Dataset and Pretrained Model

  • FashionVC: Song X, Feng F, Liu J, Li Z, Nie L, Ma J. Neurostylist:Neural compatibility modeling for clothing matching. In: Proceedings of the 25th ACM international conference on Multimedia. 2017, 753–761

  • Ssense: SunC,SongX,FengF,ZhaoWX,ZhangH,NieL. Supervised hierarchical cross-modal hashing. In: Proceedings of the 42nd International ACM SIGIR Con- ference on Research and Development in Information Retrieval. 2019, 72 5–734

  • VGG-F: Chatfield K, Simonyan K, Vedaldi A, Zisserman A. Return of the devil in the details: Delving deep into con- volutional nets. arXiv preprint arXiv:1405.3531, 2014

You can download the above content from https://drive.google.com/drive/folders/1dIkAX5cjLj0ANM2hLDOsM2X6wVn4FEWY.

Requirements

  • Python 3.8.0
  • numpy 1.17.2
  • Pytorch 1.7.0

Process

  1. Clone this repo: git clone https://github.com/Charrrlie/HMCH.git
  2. Download dataset and pretrained vgg model into "./data".
  3. Train the model: python run.py.

Citations

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Hierarchical Cross-modal Hashing


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