کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
526292 869089 2010 14 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Progressive randomization: Seeing the unseen
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر چشم انداز کامپیوتر و تشخیص الگو
پیش نمایش صفحه اول مقاله
Progressive randomization: Seeing the unseen
چکیده انگلیسی

In this paper, we introduce the progressive randomization (PR): a new image meta-description approach suitable for different image inference applications such as broad class Image Categorization, Forensics and Steganalysis. The main difference among PR and the state-of-the-art algorithms is that it is based on progressive perturbations on pixel values of images. With such perturbations, PR captures the image class separability allowing us to successfully infer high-level information about images. Even when only a limited number of training examples are available, the method still achieves good separability, and its accuracy increases with the size of the training set. We validate the method using two different inference scenarios and four image databases.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Computer Vision and Image Understanding - Volume 114, Issue 3, March 2010, Pages 349–362
نویسندگان
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