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Computer Science

D-Index
33
Citations
7903
World Ranking
12415
National Ranking
313

Overview

Christophe Garcia is affiliated with the Laboratoire d'Informatique en Images et Systèmes d'Information in France. Their research spans multiple areas within computer science, with a primary focus on computer vision and pattern recognition, artificial intelligence, and signal processing.

The scientist has contributed notably to the fields of face recognition and analysis, advanced neural network applications, anomaly detection techniques and applications, image and object detection techniques, and topic modeling. Other research topics include facial rejuvenation and surgery techniques, as well as network security and intrusion detection.

Christophe Garcia has published extensively with a strong presence in several academic venues, including:

  • arXiv (Cornell University)
  • SSRN Electronic Journal
  • Journal of Signal Processing Systems
  • Pattern Recognition
  • Computer Vision and Image Understanding

Some of their recent papers are:

  • "Deep Model Compression and Architecture Optimization for Embedded Systems: A Survey" (2020) published in Journal of Signal Processing Systems
  • "2D Wasserstein loss for robust facial landmark detection" (2021) published in Pattern Recognition
  • "Fine-grained facial landmark detection exploiting intermediate feature representations" (2020) published in Computer Vision and Image Understanding
  • "Learning personalized ADL recognition models from few raw data" (2020) published in Artificial Intelligence in Medicine
  • "Two-stage human hair segmentation in the wild using deep shape prior" (2020) published in Pattern Recognition Letters

Christophe Garcia has collaborated frequently with a number of researchers including:

  • Stefan Duffner
  • Anthony Berthelier
  • Thierry Château
  • Christophe Blanc
  • Yongzhe Yan

Their work mainly centers on advanced methodologies in computer vision and machine learning, addressing topics like facial landmark detection, personalized activity recognition, and model optimization for embedded systems. These contributions add to the ongoing development of automated systems that rely on sophisticated image processing and pattern recognition techniques.

Best Publications

  • Face detection using quantized skin color regions merging and wavelet packet analysis

    C. Garcia;G. Tziritas

  • Sequential deep learning for human action recognition

    Moez Baccouche;Franck Mamalet;Christian Wolf;Christophe Garcia

  • Convolutional face finder: a neural architecture for fast and robust face detection

    C. Garcia;M. Delakis

  • The 2005 PASCAL visual object classes challenge

    Mark Everingham;Andrew Zisserman;Christopher K. I. Williams;Luc Van Gool

  • The Visual Object Tracking VOT2014 challenge results

    Matej Kristan;Roman P. Pflugfelder;Ales Leonardis;Jiri Matas

  • Wavelet packet analysis for face recognition

    Christophe Garcia;George Zikos;George Tziritas

  • PixelTrack: A Fast Adaptive Algorithm for Tracking Non-rigid Objects

    Stefan Duffner;Christophe Garcia

  • Action classification in soccer videos with long short-term memory recurrent neural networks

    Moez Baccouche;Franck Mamalet;Christian Wolf;Christophe Garcia

  • Text detection and segmentation in complex color images

    C. Garcia;X. Apostolidis

  • Simplifying convnets for fast learning

    Franck Mamalet;Christophe Garcia

  • BLSTM-RNN Based 3D Gesture Classification

    Grégoire Lefebvre;Samuel Berlemont;Franck Mamalet;Christophe Garcia

  • Spatio-Temporal Convolutional Sparse Auto-Encoder for Sequence Classification.

    Moez Baccouche;Franck Mamalet;Christian Wolf;Christophe Garcia

  • The FG 2015 Kinship Verification in the Wild Evaluation

    Jiwen Lu;Junlin Hu;Venice Erin Liong;Xiuzhuang Zhou

  • A Wavelet-based Framework for Face Recognition

    Christophe Garcia;Giorgos Zikos;Giorgos Tziritas

  • Evaluation of video activity localizations integrating quality and quantity measurements

    Christian Wolf;Christian Wolf;Eric Lombardi;Eric Lombardi;Julien Mille;Julien Mille;Oya Celiktutan;Oya Celiktutan;Oya Celiktutan

  • A neural architecture for fast and robust face detection

    C. Garcia;M. Delakis

  • Bayesian Level Sets for Image Segmentation

    Eftichis Sifakis;Christophe Garcia;Georgios Tziritas

  • Système et procédé de localisation de points d'intérêt dans une image d'objet mettant en œuvre un réseau de neurones

    Christophe Garcia;Stefan Duffner

  • 3D gesture classification with convolutional neural networks

    Stefan Duffner;Samuel Berlemont;Grégoire Lefebvre;Christophe Garcia

  • Pose Estimation using Point and Line Correspondences

    Fadi Dornaika;Christophe Garcia

  • Deep Model Compression and Architecture Optimization for Embedded Systems: A Survey

    Anthony Berthelier;Thierry Chateau;Stefan Duffner;Christophe Garcia

Frequent Co-Authors

Christian Wolf
Christian Wolf Institut National des Sciences Appliquées de Lyon
Adel M. Alimi
Adel M. Alimi University of Sfax
Georgios Tziritas
Georgios Tziritas University of Crete
Josep Lladós
Josep Lladós Autonomous University of Barcelona
Fadi Dornaika
Fadi Dornaika Ikerbasque
Rahul Sukthankar
Rahul Sukthankar Google (United States)
Thomas Deselaers
Thomas Deselaers Apple (United States)
Longyin Wen
Longyin Wen ByteDance

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