Local Image Descriptors Using Supervised Kernel ICA

نویسندگان
چکیده

برای دانلود باید عضویت طلایی داشته باشید

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

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Local Image Descriptors Using Supervised Kernel ICA

PCA-SIFT is an extension to SIFT which aims to reduce SIFT’s high dimensionality (128 dimensions) by applying PCA to the gradient image patches. However PCA is not a discriminative representation for recognition due to its global feature nature and unsupervised algorithm. In addition, linear methods such as PCA and ICA can fail in the case of non-linearity. In this paper, we propose a new discr...

متن کامل

Image Identification using Local Descriptors (Task 1)

Our participation in the Task 1 of the ImagEVAL competition was motivated by our previous work in image identification for cultural institutions. Our approach is based in local descriptors computed around points of interest. We used KD-Trees with the best-bin-first traversal in order to match the descriptors. To eliminate false positives, we ensured the consistency in the matching with the RANS...

متن کامل

Computer Graphic and Photographic Image Classification using Local Image descriptors

With the tremendous development of computer graphic rendering technology, photorealistic computer graphic images are difficult to differentiate from photo graphic images. In this article, a method is proposed based on discrete wavelet transform based binary statistical image features to distinguish computer graphic from photo graphic images using the support vector machine classifier. Textural ...

متن کامل

Image Classification Using Super-Vector Coding of Local Image Descriptors

This paper introduces a new framework for image classification using local visual descriptors. The pipeline first performs a nonlinear feature transformation on descriptors, then aggregates the results together to form image-level representations, and finally applies a classification model. For all the three steps we suggest novel solutions which make our approach appealing in theory, more scal...

متن کامل

Jet-Based Local Image Descriptors

We present a general novel image descriptor based on higherorder differential geometry and investigate the effect of common descriptor choices. Our investigation is twofold in that we develop a jet-based descriptor and perform a comparative evaluation with current state-ofthe-art descriptors on the recently released DTU Robot dataset. We demonstrate how the use of higher-order image structures ...

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

ژورنال

عنوان ژورنال: IEICE Transactions on Information and Systems

سال: 2009

ISSN: 0916-8532,1745-1361

DOI: 10.1587/transinf.e92.d.1745