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gps-net's Introduction

GPS-Net

LICENSE Python PyTorch

This repository contains data and code for the paper [GPS-Net: Graph Property Sensing Network for Scene Graph Generation (CVPR 2020)].

If the paper significantly inspires you, we request that you cite our work:

Bibtex

@misc{lin2020gpsnet,
    title={GPS-Net: Graph Property Sensing Network for Scene Graph Generation},
    author={Xin Lin and Changxing Ding and Jinquan Zeng and Dacheng Tao},
    year={2020},
    eprint={2003.12962},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}

Our reimplementations are based on rowanz/neural-motifs, and if you get any problem that cause you unable to run the project, you can check the issues under rowanz/neural-motifs first.

The Completed code is coming soon. But we have released some codes of DMP Modules, NPS-Loss and Frequency Softening. And you can see the codes in lib.

Demo Video

Scene Graph Generation for Cityscape Video

Scene Graph Generation for Fruit Video

Scene Graph Generation for CCTV Video

Reported Results

R@20 R@50 R@100
SGGen 22.6 28.4 31.7
SGCls 36.1 39.2 40.1
PredCls 60.7 66.9 68.8

gps-net's People

Contributors

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