Person Re-Identification

Person Re-Identification

Person re-identification deals with automatically tracking individuals across cameras without overlapping field of view. It is an important task to assist security personnel to monitor pedestrian behavior at wider areas with reduced costs. In person re-identification, we have a gallery set and the objective is to match a probe image with one of these individuals. Using image pairs, present in the training set, we can learn similarity models. One the main challenge in person re-identification is the higher inter-class similarities than intra-class similarities caused by similar dressing patterns and acquisition conditions (illumination, viewpoint, etc.). We have published works based on the combination of different color descriptors through a ranking aggregation strategy (CBRA) and using prototypes to indirectly handle with the camera transition problem (ICB 2015).

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

 

Datasets

 

Software

 

Master’s Theses

1.Cristianne Rodrigues Santos Dutra (2016): Técnicas Otimizadas para Reidentificaçâo de Pessoas. Federal University of Minas Gerais, 2016. (Type: Mastersthesis | Links | BibTeX)

 

Publications

1.Prates, Raphael; Schwartz, William Robson (2018): Kernel multiblock partial least squares for a scalable and multicamera person reidentification system. In: Journal of Electronic Imaging, 27 (3), pp. 1-33, 2018. (Type: Article | Links | BibTeX)
2.Prates, Raphael; Schwartz, William Robson (2016): Kernel Hierarchical PCA for Person Re-Identification. In: IAPR International Conference on Pattern Recognition (ICPR), 2016. (Type: Inproceeding | Abstract | Links | BibTeX)
3.Prates, Raphael; Dutra, Cristianne; Schwartz, William Robson (2016): Predominant Color Name Indexing Structure for Person Re-Identification. In: IEEE International Conference on Image Processing (ICIP), 2016. (Type: Inproceeding | Abstract | Links | BibTeX)
4.Prates, Raphael; Oliveira, Marina; Schwartz, William Robson (2016): Kernel Partial Least Squares for Person Re-Identification. In: IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS), 2016. (Type: Inproceeding | Abstract | Links | BibTeX)
5.Dutra, Cristianne Rodrigues Santos (2016): Técnicas Otimizadas para Reidentificaçâo de Pessoas. Federal University of Minas Gerais, 2016. (Type: Mastersthesis | Links | BibTeX)
6.Prado, G. L; Schwartz, William Robson; Pedrini, Helio (2015): A Verify-Correct Approach to Person Re-identification Based on Partial Least Squares Signatures. In: International Conference on Biometrics, pp. 1-7, 2015. (Type: Inproceeding | Links | BibTeX)
7.Prates, R. F. de C.; Schwartz, W. R. (2015): CBRA: Color-Based Ranking Aggregation for Person Re-Identification. In: IEEE International Conference on Image Processing (ICIP), pp. 1-5, 2015. (Type: Inproceeding | Links | BibTeX)
8.Prates, R. F. de C.; Schwartz, W. R. (2015): Appearance-Based Person Re-identification by Intra-Camera Discriminative Models and Rank Aggregation. In: International Conference on Biometrics, pp. 1-8, 2015. (Type: Inproceeding | Links | BibTeX)
9.S., Dutra, C. R.; C., Rocha, M.; Robson, Schwartz, William (2014): Person Re-Identification Based on Weighted Indexing Structures. In: Iberoamerican Congress on Pattern Recognition (CIARP), pp. 359-366, Springer International Publishing, 2014. (Type: Inproceeding | Links | BibTeX)
10.Lorencetti, Prado, Gabriel; Robson, Schwartz, William; Helio, Pedrini, (2013): Person Re-identification Using Partial Least Squares Appearance Modeling. In: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, pp. 382–390, 2013. (Type: Incollection | Links | BibTeX)
11.Dutra, C. R. S.; Souza, T.; Alves, R.; Schwartz, W. R.; Oliveira, L. R. (2013): Re-identifying People based on Indexing Structure and Manifold Appearance Modeling. In: Conference on Graphics, Patterns and Images (SIBGRAPI), pp. 218-225, 2013. (Type: Inproceeding | Links | BibTeX)
12.Schwartz, W. R. (2012): Scalable People Re-Identification Based on a One-Against-Some Classification Scheme. In: IEEE International Conference on Image Processing, 2012. (Type: Inproceeding | Links | BibTeX)
13.Schwartz, W. R.; Davis, L. S. (2009): Learning Discriminative Appearance-Based Models Using Partial Least Squares. In: Brazilian Symposium on Computer Graphics and Image Processing, 2009. (Type: Inproceeding | Links | BibTeX)