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Grupo de Reconocimiento y Análisis Multisensorial
CONTEO PRECISO DE VEHÍCULOS PARA SITUACIONES DE ALTA CONGESTIÓN EN IMÁGENES DE
VIDEOVIGILANCIA DE TRÁFICOProyecto Financiado por la DGT
Convocatoria 2014
Our research group
• Computer Vision Lab
• We focus on 2 subareas of interest for the DGT:
• Intelligent Transportation Systems
• Smart Solutions for Traffic Monitoring and Video Surveillance
Intelligent Transportation Systems
• Automatic traffic-sign maintenance
Intelligent Transportation Systems
• Visual driver assistance
Intelligent Transportation Systems
• Automatic traffic sign inventory (with georeferencing)
Smart Solutions for Traffic Monitoring and Video Surveillance
• Advanced solutions for category-level object detection in real scenarios
• Complex scene interpretations (semantic level)• Final applications:
• Advanced parking area monitoring• Real-time vehicle tracking for on-board
applications• Advanced multi-vehicle tracking/counting
solutions for urban and interurban scenarios• Precise Traffic congestion monitoring
Smart Solutions for Traffic Monitoring and Video Surveillance
• Advanced multi-vehicle tracking/counting solutions for urban and interurban scenarios
• Real-time vehicle (type) counting
Smart Solutions for Traffic Monitoring and Video Surveillance
• Advanced multi-vehicle tracking/counting solutions for urban and interurban scenarios
• Multi-vehicle tracking with pose estimation
• GRAM Road Traffic Monitoring Dataset released!• 3 challenging video sequences• More than 700 unique vehicles to identify
DGT Project
CONTEO PRECISO DE VEHÍCULOS PARA SITUACIONES DE ALTA CONGESTIÓN EN
IMÁGENES DE VIDEOVIGILANCIA DE TRÁFICO
Precise traffic congestion monitorization
Main objective
• Main idea of the project
Precise traffic congestion estimation
Results DGT Project
• This information can enrich the information provided by the DGT cameras
Precise traffic congestion estimation
Technical solution
• Our models precisely estimate the number of vehicles on the road
• We design (advanced) deep learning technology to estimate the level of congestion
Precise traffic congestion estimation
Technical solution
Precise traffic congestion estimation
Results DGT Project
• We provide qualitative results in a novel dataset TRANCOS – Traffic and Congestion
1244 images – 46796 vehicles
Precise traffic congestion estimation
Results DGT Project
• We provide qualitative results in a novel dataset TRANCOS – Traffic and Congestion
Precise traffic congestion estimation
Results DGT Project
• Other datasets/applications: monitoring crowds
Precise traffic congestion estimation
Results DGT Project
• Other datasets/applications: monitoring crowds
• Videos
• Videos
Precise traffic congestion estimation
Results DGT Project
• We provide an online (live) demo to try our solutions
http://roadanalysis.uah.es/dgt/
Precise traffic congestion estimation
Results DGT Project
• We provide an online (live) demo to try our solutions
http://roadanalysis.uah.es/dgt/
Precise traffic congestion estimation
Results DGT Project
Precise traffic congestion estimation
Results DGT Project
• Scientific production
– 2 journal papers
– 3 conference papers
– 1 PhD thesis + 1 started
• Funding for 1 postdoc + 1 PhD student
• Web of the project
http://agamenon.tsc.uah.es/Investigacion/gram/projects/dgt2014/index.html
New project DGT 2015!!!
SIRI: Supervisión Inteligente para los sistemas de Retención Infantil
