| Records |
| Author |
David Vazquez; Antonio Lopez |
| Title |
Intrusion Classification in Intelligent Video Surveillance Systems |
Type |
Report |
| Year |
2008 |
Publication |
Estudis d'Enginyeria Superior en Informática |
Abbreviated Journal |
UAB |
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| Keywords |
Human detection; Car detection; Intrusion detection |
| Abstract |
An intelligent video surveillance system (IVS) is a camera-based installation able to process in real-time the images coming from the cameras. The aim is to automatically warn about different events of interest at the moment they happen. Daview system of Davantis is a com mercial example of IVS system. The problems addressed by any IVS system, and so Daview, are so challenging that none IVS system is perfect, thus, they need continuous improvement. Accordingly, this project aims to study different approaches in order to outperform current Daview performance, in particular, we bet for improving its classification core. We present an in deep study of the state of the art on IVS systems, as well as on how Daview works. Based on that knowledge, we propose four possibilities for improving Daview classification capabilities: improve existent classifiers; improve existing classifiers combination; create new classifiers and create new classifier-based architectures. Our main contribution has been the incorporation of state-of-the-art feature selection and machine learning techniques for the classification tasks, a viewpoint not fully addressed in current Daview system. After a comprehensive quantitative evaluation we will see how one of our proposals clearly outperforms the overall performance of current Daview system. In particular the classification core that we finally propose consists in an AdaBoost One-Against-All architecture that uses appearance and motion features that were already present in current Daview system |
| Address |
Bellaterra, Spain |
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PFC |
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ADAS |
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no |
| Call Number |
ADAS @ adas @ VL2008a |
Serial |
1670 |
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| Author |
Lluis Barcelo |
| Title |
Accurate video mosaicing with moving objects |
Type |
Report |
| Year |
2002 |
Publication |
CVC Technical Report # 59 |
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CVC (UAB) |
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no |
| Call Number |
Admin @ si @ Bar2002 |
Serial |
326 |
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| Author |
Cristina Cañero; Petia Radeva |
| Title |
Predictive (un)distortion model for 3D reconstruction purpouses |
Type |
Report |
| Year |
2002 |
Publication |
CVC Technical Report # 61 |
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MILAB |
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no |
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BCNPCL @ bcnpcl @ CaR2002 |
Serial |
327 |
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| Author |
Jaume Garcia |
| Title |
Propagacio de fronts per a la segmentacio en imatges IVUS |
Type |
Report |
| Year |
2002 |
Publication |
Technical Report |
Abbreviated Journal |
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Issue |
65 |
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CVC (UAB) |
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IAM |
Approved |
no |
| Call Number |
IAM @ iam @ Gar2002 |
Serial |
328 |
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| Author |
A. Pagani |
| Title |
Analisis y comparacion de metodos para la caracterizacion de la respuesta espectral de camaras |
Type |
Report |
| Year |
2002 |
Publication |
CVC Technical Report # 64 |
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Approved |
no |
| Call Number |
Admin @ si @ Pag2002 |
Serial |
330 |
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| Author |
R. Xandri |
| Title |
Un metode de vectoritzacio basat en l’aprimament |
Type |
Report |
| Year |
2002 |
Publication |
CVC Technical Report # 62 |
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no |
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Admin @ si @ Xan2002 |
Serial |
331 |
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| Author |
J. Queralt |
| Title |
Un metode de vectoritzacio basat en la correspondencia de contorns i en la Teoria de Grafs |
Type |
Report |
| Year |
2000 |
Publication |
CVC Technical Report #39 |
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Approved |
no |
| Call Number |
Admin @ si @ Que2000 |
Serial |
340 |
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| Author |
Silvia Sanchez |
| Title |
Estudio de viabilidad para la inspeccion de cinturones de seguridad en color |
Type |
Report |
| Year |
2000 |
Publication |
Technical Report #40 |
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Approved |
no |
| Call Number |
Admin @ si @ San2000 |
Serial |
341 |
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| Author |
V. Chapaprieta |
| Title |
Reconocimiento de caracteres manuscritos mediante modelos de distribucion de puntos (PDM) |
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Report |
| Year |
2000 |
Publication |
CVC Technical Report #41 |
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no |
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Admin @ si @ Cha2000 |
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342 |
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| Author |
G. Tortajada |
| Title |
Extraccio interactiva de patrocinadors d’anuncis en revistes utilitzant tecniques de Visio per Computador |
Type |
Report |
| Year |
2000 |
Publication |
CVC Technical Report #42 |
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Approved |
no |
| Call Number |
Admin @ si @ Tor2000b |
Serial |
343 |
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| Author |
S. Casanovas |
| Title |
Seguiment de moviment articulat mitjançant flux òptic i metodes estocastics |
Type |
Report |
| Year |
2000 |
Publication |
CVC Technical Report #43 |
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Approved |
no |
| Call Number |
Admin @ si @ Cas2000 |
Serial |
344 |
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| Author |
M. Pros |
| Title |
Indexacio icònica amb 2D-String per al reconoixement de persones segons la seva vestimenta |
Type |
Report |
| Year |
2000 |
Publication |
CVC Technical Report #44 |
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CVC (UAB) |
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no |
| Call Number |
Admin @ si @ Pro2000 |
Serial |
345 |
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| Author |
Alex Caralps |
| Title |
Estudi de viabilitat per la inspeccio automatica de cintes elastiques amb silicona |
Type |
Report |
| Year |
2000 |
Publication |
CVC Technical Report #45 |
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no |
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Admin @ si @ Car2000 |
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346 |
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| Author |
C. Padres |
| Title |
Aplicaciones al modelo de formas activas para un entorno aumentado |
Type |
Report |
| Year |
2000 |
Publication |
CVC Technical Report #46 |
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no |
| Call Number |
Admin @ si @ Pad2000 |
Serial |
347 |
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| Author |
E. Ceron |
| Title |
Programacion visual de tareas de pick and place: modulo de vision 3D |
Type |
Report |
| Year |
2000 |
Publication |
CVC Technical Report #47 |
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no |
| Call Number |
Admin @ si @ Cer2000 |
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348 |
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