Pattern Recognition and Human Language Technology Group

Transcription

1 Pattern Recognition and Human Language Technology Group (Grupo de Reconocimiento de Formas y Tecnologías de la Percepción) Institut Tecnològic d Informàtica Departament de Sistemes Informàtics i Computació Universitat Politècnica de València December 2005

2 1981 Universitat de València: RFIA group BRIEF HISTORY 1986 Universitat Politècnica de València: RFIA group, DSIC department European projects: ROARS, SPIN, EuTrans-I Spanish projects: ALBAYZIN, TRACOM 1997 PRHLT group derives from RFIA group and integrates in ITI European projects: EuTrans-II, TT2 Spanish projects: Pattern Recognition and Computer Vision: TAR, ATRAM, TYRIG Machine Translation: TAVAL, SISHITRA, TEFATE, Dialogue Systems: BASURDE, DIHANA

3 MAIN RESEARCH AREAS Pattern Recognition Handwritten Character Recognition Biometrics Computer Vision Language Translation Speech Processing Machine Learning Dialogue Systems

4 PEOPLE Academic degree 12 Ph. D. 19 Ph. D. Students Academic position 14 Professors and assistants (DSIC-UPV, DC-UPV, DI-UCLM) 8 Research contracts 8 Fellowships

5 RECENT EUROPEAN PROJECTS Projects EUTRANS: Example based language TRANslation Systems. ESPRIT Open Long Term Research. ACCION Phases ITI, Zeres, Fundaziones Ugo Bordoni, Aachen University. TT2: TransType2-Computer-Assisted Translation. IST Programme. IST ATOS, ITI, Aachen University, Celer, RALI, Xerox Co., Gamma. Acciones Integradas España-Alemania : ITI, Aachen University España-Portugal : ITI, INESC ID/IST Lisbon.

6 RECENT SPANISH PROJECTS (CICYT) EXTRA: Extensiones del sistema de traducción de texto y habla en dominios restringidos aprendible con ejemplos UJI, DSIC-UPV. BASURDE: Desarrollo de un sistema de diálogo para habla espontánea en un dominio semáticamente restringido UPC, DSIC-UPV, LSI-UPC, EHU-UPV, UZ, UJI. TAVAL: Traductor automático bidireccional entre castellano y valenciano ITI. SISHITRA: Sistemas híbridos para la traducción valenciano-castellano a partir de voz y texto ITI, LSI-UA. TAR: Técnicas avanzadas en reconocimiento de formas y sus aplicaciones en procesos industriales y comerciales ITI, LSI-UA, LSI-UJI. DIHANA: Sistema de Diálogo para el Acceso a la Información mediante habla espontánea en diferentes entornos. CICYT DSIC-UPV, EHU-UPV, UZ. ATRAM: Aplicación de Técnicas de Reconocimiento de Formas para el Análisis Morfológico del Pie y Fabricación del Calzado. CICYT IBV, DSIC-UPV. ITEFTE: Inferencia de traductores de estados finitos para la traducción automática y la ayuda a la traducción en tareas específicas LSI-UA, DSIC-UPV.

7 RECENT PROJECTS WITH COMPANIES AMETRA, ADUR Software Productions S. Co. Pick-by-Voice, RUMBO Sistemas S.L. A classification system by voice, Teismaderas S.A. Biometrics, Advanced Software Technologies S.A. Opinion poll by phone, ODEC. Optical processing of documents, ODEC.

8 PUBLICATIONS Proceedings of conferences: International Conference on Pattern Recognition, International Conference on Acoustic, Speech and Signal Processing, Conference on Computational Linguistics,... Journals: IEEE Transactions Pattern Analysis and Machine Intelligence, Pattern Recognition, Machine Learning Journal, Computational Linguistics, IEEE Transactions on Acoustic, Speech and Signal Processing, Computer Speech and Language, IEEE Transactions on Speech and Audio Processing, IEEE Transactions on Systems, Man and Cybernetics,...

9 LINKS European groups Lehrstuhl für Informatik VI. RWTH Aachen - University of Technology. Germany. (H. Ney) Equipe Universitaire de Recherche en Informatique de Saint Etienne (EURISE). Université de Saint Etienne-Jean Monnet. France. (C. de la Higuera) Institute for Systems and Computer Engineering. Spoken Language Systems Lab (L 2 F). Lisboa. Portugal. (I. Trancoso) Spanish groups Grupo de Reconocimiento Automático del Habla. Universidad del País Vasco Grupo de Aprendizaje Computacional, Reconocimiento Automático y Traducción del Habla. Universitat Jaume I. Grupo de Reconocimiento de Formas e Inteligencia Artificial. Universidad de Alicante Grup de Teoria del Senyal. Universitat Politécnica de Catalunya Centro Politécnico Superior. Universidad de Zaragoza

10 METHODOLOGIES MODELS Hidden markov models Stochastic finite-state transducers Statistical alignment models and phrase-based models (Local) Feature vectors and (weighted) distances TRAINING Statistical estimation (E-M algorithms) Grammatical inference techniques Clustering SEARCH Viterbi algorithm (+ N-best + Word graphs) Stack-decoding algorithm (+ N-best) K-nearest neighbor classifiers

11 BASIC PROTOTYPES ATROS: Speech recognition, speech translation and handwritten character recognition. PBSMT: Machine translation. TT2: Computer-assisted translation. LFC: Face recognition, speaker recognition, computer vision....

12 MACHINE TRANSLATION SYSTEMS SISHITRA: A knowledge-based Spanish-to-Catalan translator taval/ (Access) Statistical translators TEFATE: Spanish-to-Catalan (Unrestricted task) AMETRA-METEO: Spanish-to-Basque (Meteorological News) AMETRA-DFB: Spanish-to-Basque (Administrative task) TT2-EU: English-to-Spanish (European Union Bulletin)

13 COMPUTER-ASSISTED TRANSLATION Translation of printer manuals English-Spanish English-German English-French Weather reports Spanish-Basque Administrative proceedings Spanish-Basque Spanish-Catalan

14 SPEECH-TO-SPEECH TRANSLATION(Access) Spanish-to-English tourist task Italian-to-English tourist task Catalan-to-English tourist task Spanish-to-Basque tourist task Portuguese-to-English tourist task

15 SPEECH RECOGNITION A speech understanding prototype Automatic voice-driven telephone exchange Speech dialogue with an information system eduardo/investigacion/voz/ tic html

16 HANDWRITTEN CHARACTER RECOGNITION Off-line handwritten character recognition An example On-line handwritten character recognition

17 BIOMETRICS Automatic face recognition Preprocessing Training & search Speaker verification

18 OTHER CLASSIFICATION TASKS Plain text classification Handwritten text classification Chromosome classification Prostate ultrasonography pattern analysis Breast cancer detection in digitized mammograms 3D foot shape characterisation and footwear fitting prediction

19 Thank you for your attention