DET: Efficient Pedestrian Detection Applied to People Observation

Agency:
fapemig

Due to the large volume of data obtained from surveillance cameras, the understanding and automatic interpretation of human activities in videos is of great interest in order to assist in the tasks of security agents. Among problems that need to be handled, pedestrian detection is essential so that the huge amounts of visual data captured by surveillance cameras is reduced to a volume that can be managed by current computing systems. Thus, the activities being performed by agents present in a scene can be analyzed. This project proposed the development of methods for pedestrian detection to reduce computational cost and maintain the accuracy of detectors.

Pedestrian detection

Contributions generated from this research…

  • Publications

Artur Jordao

The Good, the Fast and the Better Pedestrian Detector Masters Thesis

Federal University of Minas Gerais, 2016.

Abstract | Links | BibTeX

A Pinto; H Pedrini; William Robson Schwartz; Rocha A

Face Spoofing Detection Through Visual Codebooks of Spectral Temporal Cubes Journal Article

In: Image Processing, IEEE Transactions on, 24 (12), pp. 4726-4740, 2015, ISSN: 1057-7149.

Links | BibTeX

Artur Jordao; Victor Hugo Cunha de Melo; William Robson Schwartz

A Study of Filtering Approaches for Sliding Window Pedestrian Detection Inproceedings

In: Workshop em Visao Computacional (WVC), pp. 1-8, 2015.

Links | BibTeX

Ramon F Pessoa; William Robson Schwartz; Jefersson A dos Santos

A Study on Low-Cost Representations for Image Feature Extraction on Mobile Devices Inproceedings

In: 14th Iberoamerican Congress on Pattern Recognition (CIARP), pp. 1-8, 2015.

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D Menotti; G Chiachia; A Pinto; William Robson Schwartz; H Pedrini; Xavier A Falcao; A Rocha

Deep Representations for Iris, Face, and Fingerprint Spoofing Detection Journal Article

In: Information Forensics and Security, IEEE Transactions on, 10 (4), pp. 864-879, 2015, ISSN: 1556-6013.

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Rensso Victor Hugo Mora Colque; Guillermo Camara Chavez; William Robson Schwartz

Detection of groups of people in surveillance videos based on spatio-temporal clues Inproceedings

In: 19th Iberoamerican Congress on Pattern Recognition (CIARP), pp. 948-955, Springer International Publishing, 2014.

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Jessica Sena; Cesar Augusto Moura Ferreira; Cassio Elias Santos dos Junior; Victor Hugo Cunha de Melo; William Robson Schwartz

Self-Organizing Traffic Lights: A Pedestrian Oriented Approach Miscellaneous

Workshop of Undergraduate Works (WUW) in SIBGRAPI - Conference on Graphics, Patterns and Images, 2014, (1st place award).

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Victor Hugo Cunha de Melo; Samir Moreira Andrade Leao; D Menotti; William Robson Schwartz

An Optimized Sliding Window Approach to Pedestrian Detection Inproceedings

In: IAPR International Conference on Pattern Recognition (ICPR), pp. 1-6, 2014.

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Jessica Sena; Cesar Augusto Moura Ferreira; Cassio Elias Santos dos Junior; Victor Hugo Cunha de Melo; William Robson Schwartz

Self-Organizing Traffic Lights: A Pedestrian Oriented Approach Inproceedings

In: X Workshop de Visão Computacional, pp. 1-6, 2014.

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Antonio Carlos Nazare Junior; Renato Ferreira; William Robson Schwartz

Scalable Feature Extraction for Visual Surveillance Inproceedings

In: Iberoamerican Congress on Pattern Recognition (CIARP), pp. 375-382, Springer International Publishing, 2014.

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Raphael Felipe Carvalho de Prates; G Camara-Chavez; William Robson Schwartz; D M Gomes

An Adaptive Vehicle License Plate Detection at Higher Matching Degree Inproceedings

In: Iberoamerican Congress on Pattern Recognition (CIARP), pp. 454-461, Springer International Publishing, 2014.

Links | BibTeX