# 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:

Raphael Prates, William Robson Schwartz, “CBRA – Color-Based Ranking Aggregation for Person Re-Identification,” in IEEE ICIP, 2015. 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. Raphael Prates, Cristiane Dutra and William R. Schwartz, “Predominant Color Name Indexing Structure For Person Re-Identification,” in IEEE ICIP, 2016. Raphael Prates, Marina Oliveira and William Robson Schwartz, “Kernel Partial Least Squares for Person Re-Identification,” in IEEE AVSS, 2016. 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 . 

 

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: VIPER (https://vision.soe.ucsc.edu/node/178) - You need to include VIPER in a folder (.\datasets\viper\camX) where X is equal A or B for cameras A and B, respectively. PRID450S (http://lrs.icg.tugraz.at/download.php) - You need to include PRID450S in a folder (.\datasets\prid450s\camX) where X is equal A or B for cameras A and B, respectively. 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).