Pedestrian Detection

Effective techniques for human detection are of special interest in computer vision since many applications involve people’s locations and movements. Thus, significant research has been devoted to detecting, locating and tracking people in images and videos. Over the last few years the problem of detecting humans in single images has received considerable interest. Variations in illumination, shadows, pose, as well as frequent inter- and intra-person occlusion render this a challenging task.

Softwares

Related Publications

Artur Jordao; Jessica Sena; William Robson Schwartz

A Late Fusion Approach to Combine Multiple Pedestrian Detectors Inproceedings

In: IAPR International Conference on Pattern Recognition (ICPR), pp. 1-6, 2016.

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Artur Jordao; William Robson Schwartz

Oblique Random Forest based on Partial Least Squares Applied to Pedestrian Detection Inproceedings

In: IEEE International Conference on Image Processing (ICIP), pp. 2931-2935, 2016.

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Artur Jordao

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

Federal University of Minas Gerais, 2016.

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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.

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Victor Hugo Cunha de Melo

Fast and Robust Optimization Approaches for Pedestrian Detection Masters Thesis

Federal University of Minas Gerais, 2014.

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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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William Robson Schwartz

Computer Vision: A Reference Guide Book Chapter

In: Ikeuchi, Katsushi (Ed.): Chapter Appearance-Based Human Detection, pp. 36–38, Springer US, 2014.

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William Robson Schwartz; Victor Hugo Cunha de Melo; H Pedrini; L S Davis

A Data-Driven Detection Optimization Framework Journal Article

In: Neurocomputing, 104 , pp. 35-49, 2013.

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

Fast Pedestrian Detection based on a Partial Least Squares Cascade Inproceedings

In: IEEE International Conference on Image Processing, pp. 4146 - 4150, 2013.

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William Robson Schwartz; L S Davis; H Pedrini

Local Response Context Applied to Pedestrian Detection Inproceedings

In: Iberoamerican Congress on Pattern Recognition, pp. 181-188, 2011.

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R Gopalan; William Robson Schwartz

Detecting Humans under Partial Occlusions using Markov Logic Networks Inproceedings

In: Performance Metrics for Intelligent Systems, 2010.

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William Robson Schwartz; A Kembhavi; D Harwood; L S Davis

Human Detection Using Partial Least Squares Analysis Inproceedings

In: IEEE International Conference on Computer Vision (ICCV), pp. 24-31, 2009, (oral presentation).

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William Robson Schwartz; R Gopalan; R Chellappa; L S Davis

Robust Human Detection under Occlusion by Integrating Face and Person Detectors Inproceedings

In: International Conference on Biometrics, pp. 970-979, 2009.

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