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prcv2019-mvb-renet's Introduction

SetUp

1. ubuntu installs anaconda3 5.X
2. build virtual envs  
   >  conda create -n bagreid python=3.6  
   >  source activate bagreid
3. conda install package
   >  conda install pytorch torchvision cudatoolkit=9.0 -c pytorch 
   >  conda install pandas
   >  pip install tensorboardX yacs
4. > git clone https://github.com/NVIDIA/apex
   > cd apex
   > pip install -v --no-cache-dir ./

Data preparation

1. download mvb dataset from http://volumenet.cn/#/
2. > git clone https://github.com/wuyuejinxia/prcv2019-mvb-renet.git
   > cd prcv2019-mvb-renet
   > mkdir data 
   > mv MVB_train/Image data/MVB/bounding_box_train
   > mv MVB_train/Info/train.json data/MVB/train.json
   > mv MVB_val/Image/gallery data/MVB/gallery
   > mv MVB_val/Info/val_gallery.json data/MVB/val_gallery.json
   > mv MVB_val/Image/probe data/MVB/probe
   > mv MVB_val/Info/val_probe.json data/MVB/val_probe.json

Train

   > python train.py

Result

Rank-1 Rank-3 Rank-5 Rank-10
2019-07-27 84.32% 94.20% 96.67% 98.76%
2019-08-20 84.98% 95.44% 97.24% 98.86%
2019-08-29 88.69% 96.20% 98.38% 99.05%

Citation

You are encouraged to cite the following papers if this work helps your research.
@misc{zhang2019mvb,
      title={MVB: A Large-Scale Dataset for Baggage Re-Identification and Merged Siamese Networks},
      author={Zhulin Zhang and Dong Li and Jinhua Wu and Yunda Sun and Li Zhang},
      year={2019},
      eprint={1907.11366},
      archivePrefix={arXiv},
      primaryClass={cs.CV}
     }
url: https://arxiv.org/abs/1907.11366

prcv2019-mvb-renet's People

Contributors

syncdevwu avatar

Stargazers

liushinan avatar Zijie Wang avatar  avatar  avatar cgh avatar Gabriel Humpire avatar m1nt avatar Mengyin Liu avatar  avatar Tomislav Lokotar avatar  avatar CRB avatar Demo Xu avatar  avatar Kin Zhi avatar  avatar

Watchers

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prcv2019-mvb-renet's Issues

请问模型在哪里下载

windows环境
se_resnext50_32x4d-a260b3a4.pth和resnet50_ibn_a.pth.tar
请问这两个文件可否提供一下下载链接,谢谢。我担心在网上找的文件有差异。

MVB dataset

Hello, I'm currently doing the work of baggage REID. I want to try MVB, but the registration channel seems to be closed, so would you please send me a data set? thank you very much indeed.my e-mail is [email protected].

MVB数据集下载

您好,请问现在还有途径能够下载到数据集吗?官网的注册好像不再审核了,可以麻烦您发一份吗?网盘链接也行,非常感谢!我的邮箱:[email protected]

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