Color Space-Time Interest Points for Live Feed

نویسندگان

  • V. Lakshmi
  • Chetana
  • D. Prasad
چکیده

Interest point detection is the vital aspect of computer vision and image processing. Interest point detection is very important for image retrieval and object categorization systems from which local descriptors are calculated for image matching schemes. Earlier approaches largely ignored color aspect as interest point calculation are largely based on luminance. However the use of color increases the distinctiveness of interest points. Subsequently an approach that uses saliency-based feature selection aided with a principle component analysis-based scale selection method was developed that happens to be a lightinvariant interest points detection system. This paper introduces color interest points for sparse image representation. In the domain of videoindexing framework,interest points provides more useful information when compared to static images. Since human perception system is naturally influenced by motion of objects, we propose to extend the above approach for dynamic video streams using Space-Time Interest Points(STIP) method. The method includes an algorithm for scale adaptation of spatio-temporal interest points. STIP renders moving objects in a live feed and characterizes the specific changes in the movement of these objects. A practical implementation of the proposed system validates our claim to support live video feeds and further it can be used in domains such as Motion Tracking, Entity Detection and Naming applications that have abundance importance.

برای دانلود 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

Improvemet of ornamental fish color with live algae feeding

In the nature, ornamental fish have a variety of beautiful colors that becomes pale or dull colored in conditions of intensive culture in breeding halls. Feeding these fish with algae can improve their color. For this purpose, rainbow trout larval stage feed was used as the base feed. The treated foods obtained from the powdering of the basic food were impregnated with different percentages of ...

متن کامل

Representing Spectral data using LabPQR color space in comparison to PCA method

In many applications of color technology such as spectral color reproduction it is of interest to represent the spectral data with lower dimensions than spectral space’s dimensions. It is more than half of a century that Principal Component Analysis PCA method has been applied to find the number of independent basis vectors of spectral dataset and representing spectral reflectance with lower di...

متن کامل

Study on Image Color Stealing in Log-Polar Space

This paper proposes a cluster-to-cluster image color transform algorithm. Suntory Flowers announced the development of world's first blue rose “APPLAUSE”. Since roses lack the blue pigment, it was long believed to be impossible. The key to success lies in the introduction of blue gene from pansy into rose. In the previous paper, PCA matching model was successfully applied to a seasonal color ch...

متن کامل

Visual Interest point detection based Rank Order Log filter for Content Based Image Retrieval

With increased digital images in image repositories efficient indexing and searching becomes essential for large image archives. Content based image retrieval system (CBIR) retrieve relevant images using low-level features like color, texture and shape for image representation. In this approach, a scheme of novel color image retrieval based on visual interest point is presented. The existing sy...

متن کامل

A Real-Time Auto-Adjusting Vision System for Robotic Soccer

This paper presents a real-time approach for object recognition in robotic soccer. The vision system does not need any calibration and adapts to changing lighting conditions during run time. The adaptation is based on statistics which are computed when recognizing objects and leads to a segmentation of the color space to different color classes. Based on attention, scan lines are distributed ov...

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

برای دانلود 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

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2013