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Computational Intelligence for Analysis of Traffic Data
- Source :
- Smart Cities ISBN: 9783030691356
- Publication Year :
- 2021
- Publisher :
- Springer International Publishing, 2021.
-
Abstract
- This article presents a system developed for the collection and analysis of traffic data obtained from traffic camera videos using computational intelligence. The proposed system is developed using the modern object detection library Detectron2. A pipeline-type architecture is used for frame processing, where each step is an independent, configurable functional module, loosely coupled to the others. The validation of the proposed system is performed on real scenarios in Montevideo, Uruguay, under different conditions (daylight, nightlight, and different video qualities). Results demonstrate the effectiveness of the system in the considered scenarios.
- Subjects :
- Artificial neural network
Computer science
Frame (networking)
Real-time computing
Traffic camera
020206 networking & telecommunications
Computational intelligence
02 engineering and technology
Nightlight
Object detection
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Daylight
Architecture
Subjects
Details
- ISBN :
- 978-3-030-69135-6
- ISBNs :
- 9783030691356
- Database :
- OpenAIRE
- Journal :
- Smart Cities ISBN: 9783030691356
- Accession number :
- edsair.doi...........2941d085469675354ee1a52acaf5e66d
- Full Text :
- https://doi.org/10.1007/978-3-030-69136-3_12