Combining deep learning and ontology reasoning for remote sensing image semantic segmentation

Learning deep semantic segmentation network under multiple weakly-supervised constraints for cross-domain remote sensing image semantic segmentation

(2021) Yansheng Li et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Robust deep alignment network with remote sensing knowledge graph for zero-shot and generalized zero-shot remote sensing image scene classification

(2021) Yansheng Li et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Modeling landslide susceptibility using LogitBoost alternating decision trees and forest by penalizing attributes with the bagging ensemble

(2020) Haoyuan Hong et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Accurate cloud detection in high-resolution remote sensing imagery by weakly supervised deep learning

(2020) Yansheng Li et al.   REMOTE SENSING OF ENVIRONMENT

Image retrieval from remote sensing big data: A survey

(2020) Yansheng Li et al.   Information Fusion

Error-Tolerant Deep Learning for Remote Sensing Image Scene Classification

(2020) Yansheng Li et al.   IEEE Transactions on Cybernetics

Multi-branch fusion network for hyperspectral image classification

(2019) Hongmin Gao et al.   KNOWLEDGE-BASED SYSTEMS

Graph of Concepts for Semantic Annotation of Remotely Sensed Images based on Direct Neighbors in RAG

(2019) Khitem Amiri et al.   CANADIAN JOURNAL OF REMOTE SENSING

Semantic segmentation of slums in satellite images using transfer learning on fully convolutional neural networks

(2019) Michael Wurm et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Semantic referee: A neural-symbolic framework for enhancing geospatial semantic segmentation

(2019) Marjan Alirezaie et al.   Semantic Web

Spatial information inference net: Road extraction using road-specific contextual information

(2019) Chao Tao et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Learning Source-Invariant Deep Hashing Convolutional Neural Networks for Cross-Source Remote Sensing Image Retrieval

(2018) Yansheng Li et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Multi-scale object detection in remote sensing imagery with convolutional neural networks

(2018) Zhipeng Deng et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A light and faster regional convolutional neural network for object detection in optical remote sensing images

(2018) Peng Ding et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A Benchmark Dataset for Performance Evaluation of Multi-Label Remote Sensing Image Retrieval

(2018) Zhenfeng Shao et al.   Remote Sensing

Combining machine learning and ontological data handling for multi-source classification of nature conservation areas

(2017) Niklas Moran et al.   International Journal of Applied Earth Observation and Geoinformation

Comprehensive survey of deep learning in remote sensing: theories, tools, and challenges for the community

(2017) John E. Ball et al.   Journal of Applied Remote Sensing

An Object-Based Semantic Classification Method for High Resolution Remote Sensing Imagery Using Ontology

(2017) Haiyan Gu et al.   Remote Sensing

Deep Learning in Remote Sensing: A Comprehensive Review and List of Resources

(2017) Xiao Xiang Zhu et al.   IEEE Geoscience and Remote Sensing Magazine

A supervised hierarchical segmentation of remote-sensing images using a committee of multi-scale convolutional neural networks

(2016) Essa Basaeed et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Information from imagery: ISPRS scientific vision and research agenda

(2016) Jun Chen et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Supervised remote sensing image segmentation using boosted convolutional neural networks

(2016) Essa Basaeed et al.   KNOWLEDGE-BASED SYSTEMS

Individual Building Extraction from TerraSAR-X Images Based on Ontological Semantic Analysis

(2016) Rong Gui et al.   Remote Sensing

Classification and Segmentation of Satellite Orthoimagery Using Convolutional Neural Networks

(2016) Martin Längkvist et al.   Remote Sensing

Deep learning

(2015) Yann LeCun et al.   NATURE

Advances in Hyperspectral Image Classification: Earth Monitoring with Statistical Learning Methods

(2013) Gustavo Camps-Valls et al.   IEEE SIGNAL PROCESSING MAGAZINE

Advances in Geographic Object-Based Image Analysis with ontologies: A review of main contributions and limitations from a remote sensing perspective

(2013) Damien Arvor et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

SLIC Superpixels Compared to State-of-the-Art Superpixel Methods

(2012) R. Achanta et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Ontologies of geographic information

(2010) Helen Couclelis   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Support vector machines in remote sensing: A review

(2010) Giorgos Mountrakis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

An effective feature selection method for hyperspectral image classification based on genetic algorithm and support vector machine

(2010) Shijin Li et al.   KNOWLEDGE-BASED SYSTEMS