Color-based Lip Localization Method
نویسندگان
چکیده
This paper is concerned with lip localization for visual speech recognition (VSR) system. We shall present an efficient method for localization human’s lips/mouth in video images. This method is based on using the YCbCr approach to find at least any part of the lip as an initial step. Then we use all the available information about the segmented lip-pixels such as r, g, b, warped hue, etc. to segment the rest of the lip. The mean is calculated for each value, then for each pixel in ROI, Euclidian distance from the mean vector is calculated. Pixels with smaller distances are further clustered as lip pixels. Thus, the rest of the pixels in ROI will be clustered (to lip/non-lip pixel) depending on their distances from the mean vector of the initial segmented lip region. The method is evaluated on a new-recorded database of 780,000 frames; the experiments show that the method localizes the lips efficiently, with high level of accuracy (91.15%) that outperforms existing lip detection approaches.
منابع مشابه
Lip Detection Based-on Normalized Rgb Chromaticity Diagram
This paper presents a new lip detection method based-on normalized RGB chromaticity diagram. The method consists of three stages: face detection, lip region localization and lip detection. The popular Viola-Jones face detection technique is employed in the face detection stage. In the lip detection stage, lip color is extracted using our novel color segmentation method that exploits the distrib...
متن کاملA Lip Localization Based Visual Feature Extraction Method
This paper presents a lip localization based visual feature extraction method to segment lip region from image or video in real time. Lip localization and tracking is useful in many applications such as lip reading, lip synchronization, visual speech recognition, facial animation etc. To synchronize lip movements with input audio we need to first segment lip region from input image or video fra...
متن کاملAutomatic Hybrid Approach for Lip POI Localization: Application for Lip-reading System
Automatic Lip-reading system is one of the different assistive technologies for hearing impaired or elderly people. We can imagine, for example, a dependent person ordering a machine with an easy lip movement or by a simple visemes (visual phoneme) pronunciation. The need for an automatic lip-reading system is ever increasing. The lip-reading system is decomposed in three subsystems, first we h...
متن کاملLip Localization and Viseme Recognition from Video Sequences
Viseme (visual cue) recognition is one of the steps to be followed in building an automated lip-reading system. In order to recognize a viseme, one has to first detect the lips of the speaker from the video sequences and track them to extract the feature vectors for the final recognition. A novel method for liplocalization based on the color models has been proposed. Also, the basic possible li...
متن کاملNatural scene text localization using edge color signature
Localizing text regions in images taken from natural scenes is one of the challenging problems dueto variations in font, size, color and orientation of text. In this paper, we introduce a new concept socalled Edge Color Signature for localizing text regions in an image. This method is able to localizeboth Farsi and English texts. In the proposed method rst a pyramid using diff...
متن کامل