GP-BPR: Personalized Compatibility Modeling for Clothing Matching

Code for paper GP-BPR: Personalized Compatibility Modeling for Clothing Matching.

Dependencies

This project currently requires the stable version of Pytorch

• torch 1.0.0

or

• torch 1.0.1.post2

you need to run this program using GPU

Data Preparation

/data

• train(valid/test).scv

format: UserID|TopID|PositiveBottomID|NegativeBottomID

/feat

• smallnwjc2vec

• textfeatures

• visualfeatures

Can be download from there.

Meta data

format: user/outfit/item

Can be download from there.

Running command

CUDA_VISIBLE_DEVICE=0 python main.py

Citations

@inproceedings{song2019gp,
  title={GP-BPR: Personalized Compatibility Modeling for Clothing Matching},
  author={Song, Xuemeng and Han, Xianjing and Li, Yunkai and Chen, Jingyuan and Xu, Xin-Shun and Nie, Liqiang},
  booktitle={Proceedings of the 27th ACM International Conference on Multimedia},
  pages={320--328},
  year={2019}
}