Skip to content
Person Re-ID framework in development during my PhD with the collaboration of Prof. Dr. William Robson Schwartz (UFMG)
Branch: master
Clone or download
Fetching latest commit…
Cannot retrieve the latest commit at this time.
Permalink
Type Name Latest commit message Commit time
Failed to load latest commit information.
Graphics
KISSME
Masks
auxiliary
data
ranking_aggregation
AVSS2016.m
ICB.m
ICIP.m
ICIP2016.m
ICPR2016.m
README.md
ReID_framework.m

README.md

# ReID_framework

 

Person Re-ID framework in development during my PhD with the collaboration of Prof. Dr. William Robson Schwartz (UFMG).

 

In this framework, we have already implemented our following works:

  1. Raphael Prates, William Robson Schwartz, “CBRA – Color-Based Ranking Aggregation for Person Re-Identification,” in IEEE ICIP, 2015.
  2. Raphael Prates, William Robson Schwartz, “Appearance-Based Person Re-identification by Intra-Camera Discriminative Models and Rank Aggregation,” in International Conference on Biometrics (ICB), 2015.
  3. Raphael Prates, Cristiane Dutra and William R. Schwartz, “Predominant Color Name Indexing Structure For Person Re-Identification,” in IEEE ICIP, 2016.
  4. Raphael Prates, Marina Oliveira and William Robson Schwartz, “Kernel Partial Least Squares for Person Re-Identification,” in IEEE AVSS, 2016.
  5. Raphael Prates and William Robson Schwartz, “Kernel Hierarchical PCA for Person Re-Identification,” in ICPR, 2016.

Click here for a comprehensive list with results for several person re-identification datasets.

If you find some of these codes (or parts of it) useful for our research, please cite our work laughing

 

Paper 1. “CBRA – Color-Based Ranking Aggregation for Person Re-Identification,” in IEEE ICIP, 2015.

@inproceedings{Prates:2015:ICIP2015,

title = {Predominant Color Names Indexing Structure for Person Re-Identification},

author = {R. F. de C. Prates, Dutra, C. R. S. and W. R. Schwartz},

year = {2016},

booktitle = {IEEE International Conference on Image Processing (ICIP)},

pages = {1-5},

}

 

Paper 2. “Appearance-Based Person Re-identification by Intra-Camera Discriminative Models and Rank Aggregation.” (ICB 2015).

title = {CBRA: Color-Based Ranking Aggregation for Person Re-Identification},

author = {R. F. de C. Prates and W. R. Schwartz},

url = {http://www.ssig.dcc.ufmg.br/wp-content/uploads/2015/06/paper_2015_ICIP_Prates.pdf},

year = {2015},

booktitle = {IEEE International Conference on Image Processing (ICIP)},

pages = {1-5}

}

Paper 3. “Predominant Color Name Indexing Structure for Person Re-Identification” (ICIP 2016)

@inproceedings{Prates:2016:ICIP2016,

title = {Predominant Color Names Indexing Structure for Person Re-Identification},

author = {R. F. de C. Prates, Dutra, C. R. S. and W. R. Schwartz},

year = {2016},

booktitle = {IEEE International Conference on Image Processing (ICIP)},

pages = {1-5},

}

Paper 4. “Kernel Partial Least Squares for Person Re-Identification” (AVSS 2016).

@inproceedings{Prates2016AVSS,

title = {Kernel Partial Least Squares for Person Re-Identification},

author = {Raphael Prates and Marina Oliveira and William Robson Schwartz},

url = {http://www.ssig.dcc.ufmg.br/wp-content/uploads/2016/07/egpaper_for_DoubleBlindReview.pdf},

year = {2016},

date = {2016-08-24},

booktitle = {IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS)}

}

Paper 5. “Kernel Hierarchical PCA for Person Re-Identification” (ICPR 2016).

@inproceedings{Prates2016ICPR,

title = {Kernel Hierarchical PCA for Person Re-Identification},

author = {Raphael Prates and William Robson Schwartz},

url = {http://www.ssig.dcc.ufmg.br/wp-content/uploads/2016/07/kernelHPCA.pdf},

year = {2016},

date = {2016-12-13},

booktitle = {23th International Conference on Pattern Recognition, ICPR 2016, Cancun, MEXICO, December 4-8, 2016.}

}

 

 

Instructions:

In order to reproduce the experiments you need to download the respective datasets:

You can run all the experiments from ReID_framework.m by uncommenting the respective lines in the file ReID_framework.m. The final results are stored in the Folder (./Graphics).

Notice that in AVSS2016 and ICPR2016 we used the features proposed in a different paper (which are available in the folder .\auxiliary). Therefore, if you use these features, please cite their work:

"An Enhanced Deep Feature Representation for Person Re-identification" . Shangxuan Wu, Ying-Cong Chen, Xiang Li, Jin-Jie You, Wei-Shi Zheng. IEEE Winter Conference on Applications of Computer Vision (WACV2016).

 

Any question, please contact us:

pratesufop@gmail.com (Raphael Prates). laughing

 

You can’t perform that action at this time.