Results 11 to 20 of about 13,363,165 (248)

Remote Sensing Image Scene Classification Meets Deep Learning: Challenges, Methods, Benchmarks, and Opportunities

open access: yesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2020
Remote sensing image scene classification, which aims at labeling remote sensing images with a set of semantic categories based on their contents, has broad applications in a range of fields.
Gong Cheng   +4 more
doaj   +3 more sources

Adversarial Reconstruction-Classification Networks for PolSAR Image Classification

open access: yesRemote Sensing, 2019
Polarimetric synthetic aperture radar (PolSAR) image classification has become more and more widely used in recent years. It is well known that PolSAR image classification is a dense prediction problem. The recently proposed fully convolutional networks (
Yanqiao Chen   +5 more
doaj   +2 more sources

Parallelizing support vector machines for scalable image annotation [PDF]

open access: yes, 2011
This thesis was submitted for the degree of Doctor of Philosophy and awarded by Brunel University.Machine learning techniques have facilitated image retrieval by automatically classifying and annotating images with keywords.
Alham, Nasullah Khalid
core   +7 more sources

Creating Deep Convolutional Neural Networks for Image Classification

open access: yesThe Programming Historian, 2023
This lesson provides a beginner-friendly introduction to convolutional neural networks (CNNs) for image classification. The tutorial provides a conceptual understanding of how neural networks work by using Google’s Teachable Machine to train a model on ...
Nabeel Siddiqui
doaj   +1 more source

Introducing Image Classification Efficacies

open access: yesIEEE Access, 2021
Accuracy assessment is essential in all image classification-related fields, ranging from molecular imaging to earth observation. However, existing accuracy metrics are too sensitive to class imbalance or lack explicit interpretations for assessing ...
Guofan Shao, Lina Tang, Hao Zhang
doaj   +1 more source

A novel CapsNet neural network based on MobileNetV2 structure for robot image classification

open access: yesFrontiers in Neurorobotics, 2022
Image classification indicates that it classifies the images into a certain category according to the information in the image. Therefore, extracting image feature information is an important research content in image classification.
Jingsi Zhang   +3 more
doaj   +1 more source

NOVEL CLASSIFICATION UNCERTAINTY MEASUREMENT MODEL INTEGRATING SPATIAL INFORMATION FOR REMOTE SENSING IMAGE [PDF]

open access: yesISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2020
Remote sensing image classification has important applications in many fields. However, the uncertainty of remote sensing image classification results will reduce its application value and reliability in these applications.
Q. Zhang, P. Zhang, X. Hu
doaj   +1 more source

EFFECT OF PANSHARPENED IMAGE ON SOME OF PIXEL BASED AND OBJECT BASED CLASSIFICATION ACCURACY [PDF]

open access: yesThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2016
Classification is the most important method to determine type of crop contained in a region for agricultural planning. There are two types of the classification. First is pixel based and the other is object based classification method.
P. Karakus, H. Karabork
doaj   +1 more source

IMAGE QUATY ASSESSMENT FOR VHR REMOTE SENSING IMAGE CLASSIFICATION [PDF]

open access: yesThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2016
The data from remote sensing images are widely used for characterizing land use and land cover at present. With the increasing availability of very high resolution (VHR) remote sensing images, the remote sensing image classification becomes more and more
Z. Li   +5 more
doaj   +1 more source

anilsathyan7/pytorch-image-classification: First release of pytorch image classification

open access: yes, 2021
This is the first release of pytorch image classification demo code, models and associated ...
anilsathyan
core   +1 more source

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