Automatic Correspondence and Global Registration of Range Images for 3d Modeling

نویسندگان

  • Ajmal S. Mian
  • Mohammed Bennamoun
  • Robyn A. Owens
چکیده

A free-form object must be acquired from multiple viewpoints to make its complete 3D model. These views are then registered by establishing correspondence between them. Pair wise registration of the views may result in a 3D model with large seams due to the accumulation of registration errors. Global registration is therefore performed to register the views simultaneously, distributing the registration errors evenly over the 3D model. In this paper we present an automatic 3D modeling approach using our automatic correspondence algorithm combined with global registration. Our algorithm takes an ordered set of views of an object, automatically finds pair wise correspondences between the views and finally, registers the views with global registration. To show the accuracy of our technique, we perform a comparative analysis of the pairwise registration, resulting from our automatic correspondence technique alone, and the resultant global registration.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Automatic 3D Registration using Range and Colour Data

Automatic 3D Registration using Range and Colour Data refers to the process of automatically joining a pair of overlapping colour 3D images acquired using a laser range finder. Currently there are no methods that can automatically and reliably register overlapping 3D images. This Thesis presents a solution to the problem of automatic registration, which uses both the 3D data, along with co-regi...

متن کامل

Automatic registration of aerial imagery with untextured 3D LiDAR model

A fast 3D model reconstruction methodology is desirable in many applications such as urban planning, training, and simulations. In this paper, we develop an automated algorithm for texture mapping oblique aerial images onto a 3D model generated from airborne Light Detection and Ranging (LiDAR) data. Our proposed system consists of two steps. In the first step, we combine vanishing points and gl...

متن کامل

Robust Three-Dimensional Registration of Range Images Using a New Genetic Algorithm

Given two approximately aligned range images of a real object, it is possible to carry out the registration of those images using numerous algorithms such as ICP. Registration is a fundamental stage in a 3D reconstruction process. Basically the task is to match two or more images taken in different times, from different sensors, or from different viewpoints. In this paper, we discuss a number o...

متن کامل

Registration of Range Image Using Texture of High-Resolution Color Images

We propose a novel method of modeling high quality 3D model in shape and appearance by aligning multiple view range images obtained by a range scanner and multiple view color images taken by a high-resolution color camera around the object. In the proposed method, we achieve accurate registration of range images by using texture consistency of the high-resolution color images. Our registration ...

متن کامل

Scale-Dependent/Invariant Local 3D Shape Descriptors for Fully Automatic Registration of Multiple Sets of Range Images

Despite the ubiquitous use of range images in various computer vision applications, little has been investigated about the size variation of the local geometric structures captured in the range images. In this paper, we show that, through canonical geometric scale-space analysis, this geometric scale-variability embedded in a range image can be exploited as a rich source of discriminative infor...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2004