کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
531275 869822 2010 7 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Interactive localized content based image retrieval with multiple-instance active learning
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر چشم انداز کامپیوتر و تشخیص الگو
پیش نمایش صفحه اول مقاله
Interactive localized content based image retrieval with multiple-instance active learning
چکیده انگلیسی

In this paper, we propose two general multiple-instance active learning (MIAL) methods, multiple-instance active learning with a simple margin strategy (S-MIAL) and multiple-instance active learning with fisher information (F-MIAL), and apply them to the active learning in localized content based image retrieval (LCBIR). S-MIAL considers the most ambiguous picture as the most valuable one, while F-MIAL utilizes the fisher information and analyzes the value of the unlabeled pictures by assigning different labels to them. In experiments, we will show their superior performances in LCBIR tasks.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Pattern Recognition - Volume 43, Issue 2, February 2010, Pages 478–484
نویسندگان
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