Complex Scene Classification of PoLSAR Imagery Based on a Self-Paced Learning Approach
نویسندگان
چکیده
منابع مشابه
Classification of PolSAR Images Using Multilayer Autoencoders and a Self-Paced Learning Approach
In this paper, a novel polarimetric synthetic aperture radar (PolSAR) image classification method based on multilayer autoencoders and self-paced learning (SPL) is proposed. The multilayer autoencoders network is used to learn the features, which convert raw data into more abstract expressions. Then, softmax regression is applied to produce the predicted probability distributions over all the c...
متن کاملSelf-Paced Learning for Semisupervised Image Classification
In this project, I plan to apply self-paced learning to the bounding-box problem using the VOC2011 dataset.
متن کاملSelf-Paced Boost Learning for Classification
Effectiveness and robustness are two essential aspects of supervised learning studies. For effective learning, ensemble methods are developed to build a strong effective model from ensemble of weak models. For robust learning, self-paced learning (SPL) is proposed to learn in a self-controlled pace from easy samples to complex ones. Motivated by simultaneously enhancing the learning effectivene...
متن کاملA New Classification Approach for PolSAR Images
PolSAR images provide more information than the conventional radar images and so greatly improves the ability to terrain discrimination. This work is focused on the problem of the classification of different terrain types of PolSAR images. The proposed method uses a combination of two different classifiers. This method is named as Meta classifier and compared with other competitive classifiers....
متن کاملOn the effectiveness of self-paced learning.
Metacognitive monitoring and control must be accurate and efficient in order to allow self-guided learners to improve their performance. Yet few examples exist in which allowing learners to control learning produces higher levels of performance than restricting learners' control. Here we investigate the consequences of allowing learners to self-pace study of a list of words on later recognition...
متن کاملذخیره 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: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
سال: 2018
ISSN: 1939-1404,2151-1535
DOI: 10.1109/jstars.2018.2879440