Person Re-Identification

Person re-identification deals with the automatic tracking of individuals across cameras without overlapping field of view. Assisting security personnel in monitoring pedestrian behavior at wider areas with reduced costs is an important task. 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 challenges in person re-identification is the higher inter-class similarities as opposed to 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 the use of prototypes to indirectly handle with the camera transition problem.

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

Softwares

Related Publications

Raphael Felipe Carvalho de Prates; William Robson Schwartz

Kernel cross-view collaborative representation based classification for person re-identification Journal Article

In: Journal of Visual Communication and Image Representation, 58 (1), pp. 304-315, 2019.

Links | BibTeX

Raphael Felipe Carvalho de Prates; William Robson Schwartz

Kernel multiblock partial least squares for a scalable and multicamera person reidentification system Journal Article

In: pp. 1-33, 2018.

Links | BibTeX

Raphael Felipe Carvalho de Prates; William Robson Schwartz

Kernel Hierarchical PCA for Person Re-Identification Inproceedings

In: IAPR International Conference on Pattern Recognition (ICPR), 2016.

Abstract | Links | BibTeX

Raphael Felipe Carvalho de Prates; Cristianne Rodrigues Santos Dutra; William Robson Schwartz

Predominant Color Name Indexing Structure for Person Re-Identification Inproceedings

In: IEEE International Conference on Image Processing (ICIP), 2016.

Abstract | Links | BibTeX

Raphael Felipe Carvalho de Prates; Marina Santos Oliveira; William Robson Schwartz

Kernel Partial Least Squares for Person Re-Identification Inproceedings

In: IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS), 2016.

Abstract | Links | BibTeX

Cristianne Rodrigues Santos Dutra

Técnicas Otimizadas para Reidentificaçâo de Pessoas Masters Thesis

Federal University of Minas Gerais, 2016.

Links | BibTeX

G L Prado; William Robson Schwartz; Helio Pedrini

A Verify-Correct Approach to Person Re-identification Based on Partial Least Squares Signatures Inproceedings

In: International Conference on Biometrics, pp. 1-7, 2015.

Links | BibTeX

Raphael Felipe Carvalho de Prates; William Robson Schwartz

CBRA: Color-Based Ranking Aggregation for Person Re-Identification Inproceedings

In: IEEE International Conference on Image Processing (ICIP), pp. 1-5, 2015.

Links | BibTeX

Raphael Felipe Carvalho de Prates; William Robson Schwartz

Appearance-Based Person Re-identification by Intra-Camera Discriminative Models and Rank Aggregation Inproceedings

In: International Conference on Biometrics, pp. 1-8, 2015.

Links | BibTeX

Cristianne Rodrigues Santos Dutra; M C Rocha; William Robson Schwartz

Person Re-Identification Based on Weighted Indexing Structures Inproceedings

In: Iberoamerican Congress on Pattern Recognition (CIARP), pp. 359-366, Springer International Publishing, 2014.

Links | BibTeX

Gabriel Lorencetti Prado; William Robson Schwartz; Helio Pedrini

Person Re-identification Using Partial Least Squares Appearance Modeling Incollection

In: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, pp. 382–390, 2013.

Links | BibTeX

Cristianne Rodrigues Santos Dutra; T Souza; R Alves; William Robson Schwartz; L R Oliveira

Re-identifying People based on Indexing Structure and Manifold Appearance Modeling Inproceedings

In: Conference on Graphics, Patterns and Images (SIBGRAPI), pp. 218-225, 2013.

Links | BibTeX

William Robson Schwartz

Scalable People Re-Identification Based on a One-Against-Some Classification Scheme Inproceedings

In: IEEE International Conference on Image Processing, 2012.

Links | BibTeX

William Robson Schwartz; L S Davis

Learning Discriminative Appearance-Based Models Using Partial Least Squares Inproceedings

In: Brazilian Symposium on Computer Graphics and Image Processing, 2009.

Links | BibTeX