William Robson Schwartz

Professor na Universidade Federal de Minas Gerais, Departamento de Ciência da Computação

CNPq level 2

Website: http://william.dcc.ufmg.br/

Professor associado do Departamento de Ciência da Computação da Universidade Federal de Minas Gerais, Brasil. Interesses em pesquisa incluem Visão Computacional, Vigilância Inteligente, Forense e Biometria, nos quais é autor de mais de 150 artigos científicos. Coordena projetos de pesquisa patrocinados por várias agências de financiamento brasileiras, como CNPq, FAPEMIG e CAPES, e projetos de P&D patrocinados por grandes empresas. como Samsung, Hewlett-Packard e Petrobras.

Chefe do Smart Sense Laboratory, um laboratório que promove pesquisas em vigilância em larga escala. O Laboratório Smart Sense é composto por pesquisadores, estudantes de graduação e pós-graduação que investigam problemas relacionados à videovigilância, forense e biometria, desenvolvendo técnicas em visão computacional, reconhecimento de padrões e processamento digital de imagens. O grupo de pesquisa aborda problemas como extração de recursos, detecção de pedestres, rastreamento e identificação, detecção de falsificação, reconhecimento de rosto, re-identificação de pessoas, rastreamento de várias câmeras, câmeras ativas, processamento de dados capturados por dispositivos vestíveis, otimização de modelos de aprendizado profundo, anomalia detecção e reconhecimento de atividades.

Lattes

Publicações

112 entradas « 1 de 3 »

Jordao, Artur; Kloss, Ricardo; Yamada, Fernando; Schwartz, William Robson

Pruning Deep Networks using Partial Least Squares Inproceedings

British Machine Vision Conference (BMVC) Workshops, pp. 1-9, 2019.

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Caetano, Carlos; de Melo, Victor H C; Brémond, François; dos Santos, Jefersson A; Schwartz, William Robson

Magnitude-Orientation Stream network and depth information applied to activity recognition Journal Article

Journal of Visual Communication and Image Representation, 63 , pp. 102596, 2019, ISSN: 1047-3203.

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Goncalves, Gabriel Resende; Diniz, Matheus Alves; Laroca, Rayson; Menotti, David; Schwartz, William Robson

Multi-Task Learning for Low-Resolution License Plate Recognition Inproceedings

Iberoamerican Congress on Pattern Recognition (CIARP), pp. 1-10, 2019.

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Vareto, Rafael Henrique; Diniz, Matheus Alves; Schwartz, William Robson

Face Spoofing Detection on Low-Power Devices using Embeddings with Spatial and Frequency-based Descriptors Inproceedings

Iberoamerican Congress on Pattern Recognition (CIARP), pp. 1-10, 2019.

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de Lima, Vitor Cezar; Schwartz, William Robson

Gait Recognition using Pose Estimation and Signal Processing Inproceedings

Iberoamerican Congress on Pattern Recognition (CIARP), pp. 1-10, 2019.

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Bastos, Igor; de Melo, Victor Hugo Cunha; Schwartz, William Robson

Multi-Loss Recurrent Residual Networks for Gesture Detection and Recognition Inproceedings

Conference on Graphic, Patterns and Images (SIBGRAPI), pp. 1-8, 2019.

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Mendes, G; Paiva, Jose Gustavo; Schwartz, William Robson

Point-placement techniques and Temporal Self-similarity Maps for Visual Analysis of Surveillance Videos Inproceedings

International Conference Information Visualisation, pp. 1-8, 2019.

BibTeX

Caetano, Carlos; Bremond, Francois; Schwartz, William Robson

Skeleton Image Representation for 3D Action Recognition based on Tree Structure and Reference Joints Inproceedings

Conference on Graphic, Patterns and Images (SIBGRAPI), pp. 1-8, 2019.

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Caetano, Carlos; Souza, Jessica; Bremond, Francois; Santos, Jefersson; Schwartz, William Robson

SkeleMotion: A New Representation of Skeleton Joint Sequences based on Motion Information for 3D Action Recognition Inproceedings

16th International Conference on Advanced Video and Signal-based Surveillance (AVSS), pp. 1-6, 2019.

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de Prates, Raphael Felipe Carvalho; Schwartz, William Robson

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

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

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de Melo, Victor Hugo Cunha; Santos, Jesimon Barreto; Junior, Carlos Antonio Caetano; Sena, Jessica; Penatti, Otavio A B; Schwartz, William Robson

Object-based Temporal Segment Relational Network for Activity Recognition Inproceedings

Conference on Graphic, Patterns and Images (SIBGRAPI), pp. 1-8, 2018.

BibTeX

Sena, Jessica; Santos, Jesimon Barreto; Schwartz, William Robson

Multiscale DCNN Ensemble Applied to Human Activity Recognition Based on Wearable Sensors Inproceedings

26th European Signal Processing Conference (EUSIPCO 2018), pp. 1-5, 2018.

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Gonçalves, Gabriel Resende; Diniz, Matheus Alves; Laroca, Rayson; Menotti, David; Schwartz, William Robson

Real-time Automatic License Plate Recognition Through Deep Multi-Task Networks Inproceedings

Conference on Graphic, Patterns and Images (SIBGRAPI), pp. 1-8, 2018.

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de Prates, Raphael Felipe Carvalho; Schwartz, William Robson

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

pp. 1-33, 2018.

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Junior, Carlos Antonio Caetano; dos Santos, Jefersson A; Schwartz, William Robson

Statistical Measures from Co-occurrence of Codewords for Action Recognition Inproceedings

VISAPP 2018 - International Conference on Computer Vision Theory and Applications, pp. 1-8, 2018.

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Ferreira, Gabriel Sousa; Padua, Flavio Luis Cardeal; Schwartz, William Robson; Rodrigues, Marco Tulio Alves Nolasco

Mapping Sports Interest with Social Network Inproceedings

XV Encontro Nacional de Inteligencia Artificial e Computacional (ENIAC), pp. 1-12, 2018.

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Kloss, Ricardo Barbosa; Jordao, Artur; Schwartz, William Robson

Face Verification Strategies for Employing Deep Models Inproceedings

13th IEEE International Conference on Automatic Face & Gesture Recognition, pp. 258-262, 2018.

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Jordao, Artur; Junior, Antonio Carlos Nazare; Sena, Jessica; Schwartz, William Robson

Human Activity Recognition based on Wearable Sensor Data: A Benchmark Journal Article

arXiv, pp. 1-12, 2018.

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Jordao, Artur; Kloss, Ricardo Barbosa; Schwartz, William Robson

Latent hypernet: Exploring all Layers from Convolutional Neural Networks Inproceedings

IEEE International Joint Conference on Neural Networks (IJCNN), pp. 1-7, 2018.

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Jordao, Artur; Torres, Leonardo Antônio Borges; Schwartz, William Robson

Novel Approaches to Human Activity Recognition based on Accelerometer Data Journal Article

12 (7), pp. 1387–1394, 2018.

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Colque, Rensso Victor Hugo Mora; Junior, Carlos Antonio Caetano; de Melo, Victor Hugo Cunha; Chavez, Guillermo Camara; Schwartz, William Robson

Novel Anomalous Event Detection based on Human-object Interactions Inproceedings

VISAPP 2018 - International Conference on Computer Vision Theory and Applications, pp. 1-8, 2018.

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Bastos, Igor Leonardo Oliveira; de Melo, Victor Hugo Cunha; Gonçalves, Gabriel Resende; Schwartz, William Robson

MORA: A Generative Approach to Extract Spatiotemporal Information Applied to Gesture Recognition Inproceedings

15th International Conference on Advanced Video and Signal-based Surveillance (AVSS), pp. 1-6, 2018.

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Kloss, Ricardo Barbosa; Jordao, Artur; Schwartz, William Robson

Boosted Projection An Ensemble of Transformation Models Inproceedings

22nd Iberoamerican Congress on Pattern Recognition (CIARP), pp. 331-338, 2018.

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Reis, Renan Oliveira; Dias, Igor Henrique; Schwartz, William Robson

Neural network control for active cameras using master-slave setup Inproceedings

International Conference on Advanced Video and Signal-based Surveillance (AVSS), pp. 1-6, 2018.

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Junior, Antonio Carlos Nazare; de Costa, Filipe Oliveira; Schwartz, William Robson

Content-Based Multi-Camera Video Alignment using Accelerometer Data Inproceedings

Advanced Video and Signal Based Surveillance (AVSS), 2018 15th IEEE International Conference on, pp. 1-6, 2018.

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Jordao, Artur; Kloss, Ricardo; Yamada, Fernando; Schwartz, William Robson

Pruning Deep Neural Networks using Partial Least Squares Journal Article

ArXiv e-prints, 2018.

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Prates, Raphael; Schwartz, William Robson

Kernel Multiblock Partial Least Squares for a Scalable and Multicamera Person Reidentification System Journal Article

Journal of Electronic Imaging, 27 (3), pp. 1-33, 2018.

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Sales, Anderson Luis Cavalcanti; Vareto, Rafael Henrique; Schwartz, William Robson; Chavez, Guillermo Camara

Single-Shot Person Re-Identification Combining Similarity Metrics and Support Vectors Inproceedings

Conference on Graphic, Patterns and Images (SIBGRAPI), pp. 1-8, 2018.

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Bastos, Igor Leonardo Oliveira; Soares, Larissa Rocha; Schwartz, William Robson

Pyramidal Zernike Over Time: A spatiotemporal feature descriptor based on Zernike Moments Inproceedings

Iberoamerican Congress on Pattern Recognition (CIARP 2017), pp. 77-85, 2017.

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Vareto, Rafael Henrique; da Silva, Samira Santos; de Costa, Filipe Oliveira; Schwartz, William Robson

Towards Open-Set Face Recognition using Hashing Functions Inproceedings

International Joint Conference on Biometrics (IJCB), pp. 1-8, 2017.

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Colque, Rensso Victor Hugo Mora; Junior, Carlos Antonio Caetano; de Andrade, Matheus Toledo Lustosa; Schwartz, William Robson

Histograms of Optical Flow Orientation and Magnitude and Entropy to Detect Anomalous Events in Videos Journal Article

IEEE Transactions on Circuits and Systems for Video Technology, 27 (3), pp. 673-682, 2017.

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Bastos, Igor Leonardo Oliveira; Schwartz, William Robson

Assigning Relative Importance to Scene Elements Inproceedings

Conference on Graphics, Patterns and Images (SIBGRAPI), pp. 1-8, 2017.

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Junior, Carlos Antonio Caetano; de Melo, Victor Hugo Cunha; dos Santos, Jefersson Alex; Schwartz, William Robson

Activity Recognition based on a Magnitude-Orientation Stream Network Inproceedings

Conference on Graphics, Patterns and Images (SIBGRAPI), pp. 1-8, 2017.

Links | BibTeX

Vareto, Rafael Henrique; da Silva, Samira Santos; de Costa, Filipe Oliveira; Schwartz, William Robson

Face Verification based on Relational Disparity Features and Partial Least Squares Models Inproceedings

Conference on Graphics, Patterns and Images (SIBGRAPI), pp. 1-8, 2017.

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de Prates, Raphael Felipe Carvalho; Schwartz, William Robson

Kernel Hierarchical PCA for Person Re-Identification Inproceedings

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

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Jordao, Artur; Sena, Jessica; Schwartz, William Robson

A Late Fusion Approach to Combine Multiple Pedestrian Detectors Inproceedings

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

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Junior, Carlos Antonio Caetano; dos Santos, Jefersson A; Schwartz, William Robson

Optical Flow Co-occurrence Matrices: A Novel Spatiotemporal Feature Descriptor Inproceedings

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

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Gonçalves, Gabriel Resende; Menotti, David; Schwartz, William Robson

License Plate Recognition based on Temporal Redundancy Inproceedings

IEEE International Conference on Intelligent Transportation Systems (ITSC), pp. 1-5, 2016.

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Gonçalves, Gabriel Resende; da Silva, Sirlene Pio Gomes; Menotti, David; Schwartz, William Robson

Benchmark for License Plate Character Segmentation Journal Article

Journal of Electronic Imaging, 25 (5), pp. 1-5, 2016, ISBN: 1017-9909.

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Vareto, Rafael Henrique; de Costa, Filipe Oliveira; Schwartz, William Robson

Face Identification in Large Galleries Inproceedings

Workshop on Face Processing Applications, pp. 1-4, 2016.

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

Predominant Color Name Indexing Structure for Person Re-Identification Inproceedings

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

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

Kernel Partial Least Squares for Person Re-Identification Inproceedings

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

Resumo | Links | BibTeX

Jordao, Artur; Schwartz, William Robson

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

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

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dos Junior, Cassio Elias Santos; Kijak, Ewa; Gravier, Guillaume; Schwartz, William Robson

Partial least squares for face hashing Journal Article

Neurocomputing, 213 , pp. 34–47, 2016.

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Junior, Antonio Carlos Nazare; Schwartz, William Robson

A scalable and flexible framework for smart video surveillance Journal Article

Computer Vision and Image Understanding, 144 (C), pp. 258–275, 2016.

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Rodrigues, Marco Tulio Alves; de Mesquita, Daniel Balbino; Nascimento, Erickson R; Schwartz, William Robson

Change detection based on feature invariant to monotonic transforms and spatially constrained matching Journal Article

Journal of Electronic Imaging, 25 (1), pp. 1-10, 2016.

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dos Jr., Cassio Santos E; Kijak, Ewa; Gravier, Guillaume; Schwartz, William Robson

Partial least squares for face hashing Journal Article

Neurocomputing, 213 , pp. 34-47, 2016.

Links | BibTeX

Colque, Rensso Victor Hugo Mora; Junior, Carlos Antonio Caetano; Schwartz, William Robson

Histograms of Optical Flow Orientation and Magnitude to Detect Anomalous Events in Videos Inproceedings

Conference on Graphics, Patterns and Images (SIBGRAPI), pp. 1-8, 2015.

Links | BibTeX

dos Junior, Cassio Elias Santos; Kijak, E; Gravier, G; Schwartz, William Robson

Learning to Hash Faces Using Large Feature Vectors Inproceedings

Content-Based Multimedia Indexing (CBMI), 13th International Workshop on, pp. 1–6, IEEE, 2015.

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Hu, Shuowen; Choi, Jonghyun; Chan, Alex L; Schwartz, William Robson

Thermal-to-visible Face Recognition using Partial Least Squares Journal Article

Journal of the Optical Society of America A, 32 (3), pp. 431–442, 2015.

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112 entradas « 1 de 3 »