Dial Correction Method of Circular Instrument Based on Perspective and Affine Transformation

A dial correction method based on perspective and affine transformations for pointer instrument reading recognition using the angle method is proposed to address the error caused by image capture angles. Firstly, Hough circle detection is used to locate the circular instrument and remove background interference. Then, Canny edge detection and least squares method are applied to detect the contour of the instrument dial, and the inner contour is used to extract the dial area. Finally, to correct the distortion of the circular dial into an ellipse due to different shooting angles, projection transformation and affine transformation are utilized to correct the distorted instrument dial. The experimental results show that the dial correction method studied in this paper can achieve the goal of restoring the horizontal alignment of instrument dials captured at different angles.

Authors

Institutions

Publication Details

Journal
Journal of Computer Science and Artificial Intelligence
Published
2024-12-23
DOI
https://doi.org/10.54097/ymvgm259
Primary Topic
Image and Object Detection Techniques
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Dial Correction Method of Circular Instrument Based on Perspective and Affine Transformation

Zhipeng Yang, Tianyu Li
Journal of Computer Science and Artificial Intelligence
Image and Object Detection Techniques
article

Dial Correction Method of Circular Instrument Based on Perspective and Affine Transformation

Zhipeng Yang, Tianyu Li
article en

Abstract

A dial correction method based on perspective and affine transformations for pointer instrument reading recognition using the angle method is proposed to address the error caused by image capture angles. Firstly, Hough circle detection is used to locate the circular instrument and remove background interference. Then, Canny edge detection and least squares method are applied to detect the contour of the instrument dial, and the inner contour is used to extract the dial area. Finally, to correct the distortion of the circular dial into an ellipse due to different shooting angles, projection transformation and affine transformation are utilized to correct the distorted instrument dial. The experimental results show that the dial correction method studied in this paper can achieve the goal of restoring the horizontal alignment of instrument dials captured at different angles.

Journal of Computer Science and Artificial IntelligenceVol. 1(1)
Sichuan University (CN)
Sichuan University
Quality Education
Openalex Percentile: Top 76%
Image and Object Detection Techniques
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.