Multimodal inverse perspective mapping
نویسندگان
چکیده
Over the past years, inverse perspective mapping has been successfully applied to several problems in the field of Intelligent Transportation Systems. In brief, the method consists of mapping images to a new coordinate system where perspective effects are removed. The removal of perspective associated effects facilitates road and obstacle detection and also assists in free space estimation. There is, however, a significant limitation in the inverse perspective mapping: the presence of obstacles on the road disrupts the effectiveness of the mapping. The current paper proposes a robust solution based on the use of multimodal sensor fusion. Data from a laser range finder is fused with images from the cameras, so that the mapping is not computed in the regions where obstacles are present. As shown in the results, this considerably improves the effectiveness of the algorithm and reduces computation time when compared with the classical inverse perspective mapping. Furthermore, the proposed approach is also able to cope with several cameras with different lenses or image resolutions, as well as dynamic viewpoints. 2014 Elsevier B.V. All rights reserved.
منابع مشابه
A Critical Visual Analysis of Gender Representation of ELT Materials from a Multimodal Perspective
This content analysis study, employing a multimodal perspective and critical visual analysis, set out to analyze gender representations in Top Notch series, one of the highly used ELT textbooks in Iran. For this purpose, six images were selected from these series and analyzed in terms of ‘representational’, ‘interactive’ and ‘compositional’ modes of meanings. The result indicated that there are...
متن کاملStereo inverse perspective mapping: theory and applications
This paper discusses an extension to the Inverse Perspective Mapping geometrical transform to the processing of stereo images and presents the calibration method used on the ARGO autonomous vehicle. The article features also an example of application in the automotive field, in which the stereo Inverse Perspective Mapping helps to speed up the process.
متن کاملShort Communication Stereo inverse perspective mapping: theory and applications
This paper discusses an extension to the inverse perspective mapping geometrical transform to the processing of stereo images and presents the calibration method used on the ARGO autonomous vehicle. The article features also an example of application in the automotive field in which the stereo inverse perspective mapping helps to speed up the process. q 1998 Elsevier Science B.V. All rights res...
متن کاملMultimodal human brain mapping in a new analysis and visualization software environment
During the last years, interest has grown in novel methods for mapping human brain function. The relevant techniques are functional magnetic resonance imaging (fMRI), magnetoencephalography (MEG). The comparison of those different techniques can be performed by multimodal mapping to test the validity of the different modalities in one analysis environment. Moreover, multimodal mapping increases...
متن کاملCS 5320 / 6320 Computer Vision Class Project
Both: Reviewed articles provided by Prof. Henderson giving information concerning inverse perspective mapping. Met on 3/1/2007 to review and compare several articles which discuss the inverse perspective mapping process as it applies to lane and obstacle detection for autonomous vehicles. Articles identified thus far include [2, 4-6, 10, 13] (a list of references we have compiled is found at th...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- Information Fusion
دوره 24 شماره
صفحات -
تاریخ انتشار 2015