Knowledge-Based Shape-From Shading
نویسندگان
چکیده
In this paper, we study the problem of recovering the approximate threedimensional shape of an object when knowledge about the object is available. The application of knowledge-based methods to image processing tasks will help overcome problems which arise from processing images using a pixel-based approach. We show that by applying domain specific knowledge, we can fully automate the derivation of the approximate shape of an object. Further, this approach can yield specific advantages over existing approaches, both in terms of computation and processing results. This is a powerful paradigm that will have applications in object recognition, robotic navigation, and domain specific scene understanding.
منابع مشابه
Can the Sun’s Direction Be Estimated Prior to the Determination of Shape? Wojciech Chojnacki
A smooth object depicted in a photographwill often exhibit brightness variation, or shading. Various computational techniques have been developed that perform reasonably well in inferring shape from shading. However, these techniques typically require substantial prerequisite information if they are to evolve an estimate of surface shape. It is therefore interesting to consider how depth might ...
متن کاملاستخراج مدل رقومی زمین از یک تصویر با استفاده از تکنیک Shape from Shading
تکنیک(SFS)،از جمله روشهایی است که جهت تولید DTM از مناطق با Texture ضعیف،مطرح میباشد که با در نظر گرفتن ارتباط درجات خاکستری تصویر،توپوگرافی سطح زمین و جهت تابش نور،امکان بازسازی DTMاز یک تصویر را امکان پذیر میسازد. در این تحقیق،جهت پیاده سازی این الگوریتم براساس مدل لامبرتین از دو نوع داده،شبیه سازی شده و واقعی،استفاده شده است. مدل رقومی زمین برای تصویر شبیه سازی شده از یک سطحBilinear با دقت ...
متن کاملParametric Shape-from-Shading by Radial Basis Functions
In this paper, we present a new method of shape from shading by using radial basis functions to parameterize the object depth. The radial basis functions are deformed by adjusting their centers, widths, and weights such that the intensity errors are minimized. The initial centers and widths are arranged hierarchically to speed up convergence and to stabilize the solution. Although the smoothnes...
متن کاملA loopy belief propagation approach to the shape from shading problem
This paper describes a new approach to the shape from shading problem, using loopy belief propagation which is simple and intuitive. The algorithm is called Loopy Belief Propagation Shape-From-Shading (LBPSFS). It produces reasonable results on real and synthetic data, and surface information from sources other than the image (eg range or stereo data) can be readily incorporated as prior inform...
متن کاملAppearance-based object recognition using shape-from-shading
This paper investigates the use of shape-from-shading for object recognition. The local surface orientation information recovered using shape-from-shading is shown to provide useful input to an appearance-based object recognition scheme. We consider two representations which may be recovered from shading information the needle-map, and the local curvature shape-index and their relative performa...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- IJPRAI
دوره 13 شماره
صفحات -
تاریخ انتشار 1999