Shadow detection and removal for traffic sequences
Title | Shadow detection and removal for traffic sequences |
Publication Type | Conference Paper |
Year of Publication | 2016 |
Authors | Aqel, S., Aarab, A., Sabri, M. A. |
Conference Name | 2016 International Conference on Electrical and Information Technologies (ICEIT) |
Date Published | may |
Keywords | automatic shadow removal model, background subtraction, color features, histogram shape, Histograms, Human Behavior, human factors, image colour analysis, image denoising, Image reconstruction, image segmentation, image sequences, Intelligent Transportation System, Lead, Metrics, morphology reconstruction algorithm, object detection, pubcrawl, Resiliency, road traffic, Shadow detection and removal, shadow detection method, shadow removal method, shadow-free foreground segmentation image, Texture and color features, texture features, traffic sequences, traffic vision analysis, Vehicles, video sequences, video signal processing, video surveillance |
Abstract | This paper address the problem of shadow detection and removal in traffic vision analysis. Basically, the presence of the shadow in the traffic sequences is imminent, and therefore leads to errors at segmentation stage and often misclassified as an object region or as a moving object. This paper presents a shadow removal method, based on both color and texture features, aiming to contribute to retrieve efficiently the moving objects whose detection are usually under the influence of cast-shadows. Additionally, in order to get a shadow-free foreground segmentation image, a morphology reconstruction algorithm is used to recover the foreground disturbed by shadow removal. Once shadows are detected, an automatic shadow removal model is proposed based on the information retrieved from the histogram shape. Experimental results on a real traffic sequence is presented to test the proposed approach and to validate the algorithm's performance. |
URL | https://ieeexplore.ieee.org/document/7519583/ |
DOI | 10.1109/EITech.2016.7519583 |
Citation Key | aqel_shadow_2016 |
- object detection
- video surveillance
- video signal processing
- video sequences
- vehicles
- traffic vision analysis
- traffic sequences
- texture features
- Texture and color features
- shadow-free foreground segmentation image
- shadow removal method
- shadow detection method
- Shadow detection and removal
- road traffic
- Resiliency
- pubcrawl
- automatic shadow removal model
- morphology reconstruction algorithm
- Metrics
- Lead
- Intelligent Transportation System
- image sequences
- image segmentation
- Image reconstruction
- image denoising
- image colour analysis
- Human Factors
- Human behavior
- Histograms
- histogram shape
- color features
- background subtraction