Stream processing for fast and efficient rotated Haar-like features using rotated integral images
نویسندگان
چکیده
An extended set of Haar-like features for image sensors beyond the standard vertically and horizontally aligned Haar-like features and the 45o twisted Haar-like features are introduced. The extended rotated Haar-like features are based on the standard Haar-like features that have been rotated based on whole integer pixel based rotations. These rotated feature values can also be calculated using rotated integral images which means that they can be fast and efficiently calculated with just 8 operations irrespective of the feature size. The integral image calculations can be offloaded to the graphical processing unit (GPU) using the stream processing paradigm. The integral image calculation on the GPU is seen to be faster than the traditional central processing unit (CPU) implementation of the algorithm, for large image sizes, allowing more complex clasifiers to be implemented in real-time.
منابع مشابه
Fast and Efficient Rotated Haar-like Features using Rotated Integral Images
This paper introduces an extended set of Haarlike features beyond the standard vertically and horizontally aligned Haar-like features [Viola and Jones, 2001a; 2001b] and the 45 twisted Haar-like features [Lienhart and Maydt, 2002; Lienhart et al., 2003a; 2003b]. The extended rotated Haar-like features are based on the standard Haar-like features that have been rotated based on whole integer pix...
متن کاملA New Approach to Represent Rotated Haar-like Features for Objects Detection
In this paper, we propose a new approach to detect rotated object at distinct angles using the Viola-Jones detector. Our method is based on two main steps: in the first step, we determine the rotated Haar-like feature by any angle (45°, 26.5°, 63.5° and others), this allowed us to obtain a very large number of Haarlike features for use them during the boosting stage. The normal Integral Image i...
متن کاملReal-time Computation of Haar-like features at generic angles for detection algorithms
This paper proposes a new approach to detect rotated objects at distinct angles using the Viola-Jones detector. The use of additional Integral Images makes an approximation the Haar-like features for any given angle. The proposed approach uses different types of Haar-like features, including features that compute areas at 45o, 26.5o and 63.5o of rotation. Given a trained classifier (using norma...
متن کاملAn extended set of Haar-like features for rapid object detection
Recently Viola et al. [5] have introduced a rapid object detection scheme based on a boosted cascade of simple features. In this paper we introduce a novel set of rotated haar-like features, which significantly enrich this basic set of simple haar-like features and which can also be calculated very efficiently. At a given hit rate our sample face detector shows off on average a 10% lower false ...
متن کاملOnline Streaming Feature Selection Using Geometric Series of the Adjacency Matrix of Features
Feature Selection (FS) is an important pre-processing step in machine learning and data mining. All the traditional feature selection methods assume that the entire feature space is available from the beginning. However, online streaming features (OSF) are an integral part of many real-world applications. In OSF, the number of training examples is fixed while the number of features grows with t...
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:
- IJISTA
دوره 7 شماره
صفحات -
تاریخ انتشار 2009