يك روش جديد گوشهيابي و كاربرد آن در آشكارسازي وسايل نقليه
محورهای موضوعی : مهندسی برق و کامپیوتراحساناله کبیر 1 , محمود فتحی 2 , هادی صدوقی یزدی 3
1 - دانشگاه تربیت مدرس
2 - دانشگاه علم و صنعت ایران
3 - دانشگاه فردوسی مشهد
کلید واژه: گوشهيابيآشكارسازيمقادير تكينمقادير ويژههمبستگي متقابلماتريس گراديانوسيلة نقليهترافيكبينايي ماشين,
چکیده مقاله :
آشكارسازي گوشه در بسياري از زمينههاي پردازش تصوير و بينايي ماشين بكار ميرود. پيدا كردن همة گوشهها، محاسبة موقعيت دقيق گوشه و مقاوم بودن الگوريتم در برابر نويز، معيارهاي مهم در آشكارسازي گوشه هستند. در اين مقاله با استفاده از مقادير تكينِ ماتريس تعريف شده روي گراديان ناحية كوچكي از تصوير، گوشة مناسب استخراج ميشود. روش ارائه شده در مقايسه با روش محاسباتي مبتني بر مقادير ويژه ماتريس همبستگيِ متقابلِ گراديان تصوير، كارايي بهتري نشان ميدهد. همچنين نتايج خوبي در برابر نويز بدست ميدهد. اين دو روش روي تصاوير ساختگي و تصاوير واقعي از صحنة ترافيك مقايسه شدند. از روش پيشنهادي نتايج بهتري حاصل شد.
Corner detection is employed in many areas of image processing and machine vision. Finding all corners, computing the exact position of the corner and robustness of the algorithm against noise are important criteria in corner detection. In this paper, using the singular values of the matrix defined on the gradient of a small area of the image, a suitable corner is extracted. The proposed method in comparison with the computational method which is based on the eigenvalues of the cross correlation matrix of the gradient of image shows a better performance. It also yields good results in the presence of noise. These two methods were compared on the synthesized and real images of a traffic scene. The proposed method presented better results.
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