Driving Active Contours to Concave Regions
نویسندگان
چکیده
Broken characters restoration represents the major challenge of optical character recognition (OCR). Active contours, which have been used successfully to restore ancient documents with high degradations drawback in restoring deep concavity boundaries. Deep problem main obstacle, has prevented Gradient Vector Flow active contour converge objects complex In this paper, we proposed a technique enhance (GVF) using particle swarm optimization (PSO) through directing snake points (snaxels) toward correct positions into boundaries broken by comparing genetic algorithms as an method. Our experimental results showed that outperform on algorithm capturing converged areas and save spent time process.
منابع مشابه
Active Contours for Multispectral Images with Non-homogeneous Sub-regions
Image segmentation is a fundamental task in image analysis responsible for partitioning an image into multiple sub-regions based on a desired feature. Active contours have been widely used as attractive image segmentation methods because they always produce sub-regions with continuous boundaries, while the kernel-based edge detection methods, e.g. Sobel edge detectors, often produce discontinuo...
متن کاملSegmentation Contours extraction Regions
In this work, we propose a system architecture able to classify objects into models. Each object is represented by 2D color image. The fuzzy sets theory has been a fundamental base to build algorithms presented here. Each image is segmented into semantically annotated regions. In a second step, we extract structural information which are coded into graphs. At the end, we obtain a semantic graph...
متن کاملTemplate-Based Active Contours
We develop a generalized active contour formalism for image segmentation based on shape templates. The shape template is subjected to a restricted affine transformation (RAT) in order to segment the object of interest. RAT allows for translation, rotation, and scaling, which give a total of five degrees of freedom. The proposed active contour comprises an inner and outer contour pair, which are...
متن کاملLearning Accurate Active Contours
Focus of research in Active contour models (ACM) area is mainly on development of various energy functions based on physical intuition. In this work, instead of designing a new energy function, we generate a multitude of contour candidates using various values of ACM parameters, assess their quality, and select the most suitable one for an object at hand. A random forest is trained to make cont...
متن کاملDeep Active Contours
We propose a method for interactive boundary extraction which combines a deep, patch-based representation with an active contour framework. We train a class-specific convolutional neural network which predicts a vector pointing from the respective point on the evolving contour towards the closest point on the boundary of the object of interest. These predictions form a vector field which is the...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Webology
سال: 2022
ISSN: ['1735-188X']
DOI: https://doi.org/10.14704/web/v19i1/web19345