TY - JOUR
T1 - Tactile Paving Detection by Dynamic Thresholding Based on HSV Space Analysis for Developing a Walking Support System
AU - Ito, Yuki
AU - Premachandra, Chinthaka
AU - Sumathipala, Sagara
AU - Premachandra, H. Waruna H.
AU - Sudantha, B. S.
N1 - Publisher Copyright:
© 2013 IEEE.
PY - 2021
Y1 - 2021
N2 - In this research, we present a system that enables independent walking in individuals with visual impairment by recognizing tactile paving. The system warns the user about dangers posed by deviations from the walking path or possible collisions. Therefore, the tactile paving itself and obstacles on it must be detected. This paper discusses problems related to detecting tactile paving. To address these problems, a new camera-based method is introduced, which detects tactile paving automatically. The method relies on a dynamic threshold approach in the HSV color space, making the image processing more robust against varying lighting conditions, environments, and differences in color. Such an approach is not possible using the methods based on fixed thresholds reported in the literature. The results of our experiments confirm that high rates of tactile paving detection were achieved under various conditions.
AB - In this research, we present a system that enables independent walking in individuals with visual impairment by recognizing tactile paving. The system warns the user about dangers posed by deviations from the walking path or possible collisions. Therefore, the tactile paving itself and obstacles on it must be detected. This paper discusses problems related to detecting tactile paving. To address these problems, a new camera-based method is introduced, which detects tactile paving automatically. The method relies on a dynamic threshold approach in the HSV color space, making the image processing more robust against varying lighting conditions, environments, and differences in color. Such an approach is not possible using the methods based on fixed thresholds reported in the literature. The results of our experiments confirm that high rates of tactile paving detection were achieved under various conditions.
KW - Image processing
KW - color detection
KW - computer vision
KW - healthcare systems
KW - human support
UR - http://www.scopus.com/inward/record.url?scp=85106812615&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85106812615&partnerID=8YFLogxK
U2 - 10.1109/ACCESS.2021.3055342
DO - 10.1109/ACCESS.2021.3055342
M3 - Article
AN - SCOPUS:85106812615
SN - 2169-3536
VL - 9
SP - 20358
EP - 20367
JO - IEEE Access
JF - IEEE Access
M1 - 9337876
ER -