Superpixel-Based Convolutional Neural Network for Georeferencing the Drone Images
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing"
DOI: 10.1109/jstars.2021.3065398
Abstract: Information extracted from aerial photographs has been used for many practical applications such as urban planning, forest management, disaster relief, and climate modeling. In many cases, labeling of information in the photo is still performed… read more here.
Keywords: neural network; based convolutional; network georeferencing; superpixel based ... See more keywords
Semisupervised Hyperspectral Image Classification via Superpixel-Based Graph Regularization With Local and Nonlocal Features
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing"
DOI: 10.1109/jstars.2022.3191692
Abstract: Although a graph-based semisupervised learning (SSL) approach can utilize limited numbers of labeled samples for hyperspectral image (HSI) classification, it is difficult to use the large amount of pixels in an HSI to construct a… read more here.
Keywords: superpixel based; classification; graph regularization; based graph ... See more keywords
Superpixel-Based Multiscale CNN Approach Toward Multiclass Object Segmentation From UAV-Captured Aerial Images
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing"
DOI: 10.1109/jstars.2023.3239119
Abstract: Unmanned aerial vehicles (UAVs) are promising remote sensors capable of reforming remote sensing applications. However, for artificial-intelligence-guided tasks, such as land cover mapping and ground-object mapping, most deep-learning-based architectures fail to extract scale-invariant features, resulting… read more here.
Keywords: superpixel based; architecture; multiscale cnn; aerial images ... See more keywords
Superpixel-Based Causal Multisensor Video Fusion
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2017.2662743
Abstract: Video surveillance systems have become extremely important recently. It has been observed that information extracted from a single spectrum video is often insufficient in adverse conditions like low illumination, shadowing, smoke, dust, unstable background, and… read more here.
Keywords: causal multisensor; video; based causal; multisensor video ... See more keywords
Superpixel-Based Unsupervised Band Selection for Classification of Hyperspectral Images
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2018.2849443
Abstract: This paper presents an unsupervised approach to band selection in hyperspectral images that considers both spectral and spatial information in data dimensionality reduction. The approach exploits the concepts of superpixel and chunklets for identifying the… read more here.
Keywords: classification; band; band selection; superpixel based ... See more keywords
Interactive segmentation: a scalable superpixel-based method
Sign Up to like & getrecommendations! Published in 2017 at "Journal of Electronic Imaging"
DOI: 10.1117/1.jei.26.6.061606
Abstract: Abstract. This paper addresses the problem of interactive multiclass segmentation of images. We propose a fast and efficient new interactive segmentation method called superpixel α fusion (SαF). From a few strokes drawn by a user… read more here.
Keywords: interactive segmentation; segmentation; based method; superpixel based ... See more keywords
Superpixel-based sub-hologram method for real-time color three-dimensional holographic display with large size.
Sign Up to like & getrecommendations! Published in 2022 at "Optics express"
DOI: 10.1364/oe.460756
Abstract: One of the biggest challenges for large size three-dimensional (3D) holographic display based on the computer-generated hologram (CGH) is the trade-off between computation time and reconstruction quality, which has limited real-time synthesis of high-quality holographic… read more here.
Keywords: superpixel based; time; sub hologram; based sub ... See more keywords
Superpixel-Based Feature Tracking for Structure from Motion
Sign Up to like & getrecommendations! Published in 2019 at "Applied Sciences"
DOI: 10.3390/app9152961
Abstract: Feature tracking in image collections significantly affects the efficiency and accuracy of Structure from Motion (SFM). Insufficient correspondences may result in disconnected structures and incomplete components, while the redundant correspondences containing incorrect ones may yield… read more here.
Keywords: structure motion; superpixel based; feature; feature tracking ... See more keywords
Adaptive Superpixel-Based Disparity Estimation Algorithm Using Plane Information and Disparity Refining Mechanism in Stereo Matching
Sign Up to like & getrecommendations! Published in 2022 at "Symmetry"
DOI: 10.3390/sym14051005
Abstract: The motivation of this paper is to address the limitations of the conventional keypoint-based disparity estimation methods. Conventionally, disparity estimation is usually based on the local information of keypoints. However, keypoints may distribute sparsely in… read more here.
Keywords: information; superpixel based; based disparity; disparity ... See more keywords