Gait recognition with shifted energy image and structural feature extraction.
basic_science · Level V
Where this comes from
- Record sourced from PubMed, PMID 22194243.
- Also identified by DOI 10.1109/TIP.2011.2180914.
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Abstract
In this paper, we present a novel and efficient gait recognition system. The proposed system uses two novel gait representations, i.e., the shifted energy image and the gait structural profile, which have increased robustness to some classes of structural variations. Furthermore, we introduce a novel method for the simulation of walking conditions and the generation of artificial subjects that are used for the application of linear discriminant analysis. In the decision stage, the two representations are fused. Thorough experimental evaluation, conducted using one traditional and two new databases, demonstrates the advantages of the proposed system in comparison with current state-of-the-art systems.
Medical subject headings
- Algorithms
- Artificial Intelligence
- Gait
- Image Interpretation, Computer-Assisted
- Pattern Recognition, Automated
- Subtraction Technique
- Whole Body Imaging