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More Diverse Means Better: Multimodal Deep Learning Meets Remote-Sensing Imagery Classification

https://doi.org/10.1109/tgrs.2020.3016820

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Semantic Segmentation of Earth Observation Data Using Multimodal and Multi-scale Deep Networks

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Spectral alignment of multi-temporal cross-sensor images with automated kernel canonical correlation analysis

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Multi-source remotely sensed data fusion for improving land cover classification

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Beyond RGB: Very high resolution urban remote sensing with multimodal deep networks

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Deep multi-task learning for a geographically-regularized semantic segmentation of aerial images

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Learnable manifold alignment (LeMA): A semi-supervised cross-modality learning framework for land cover and land use classification

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Learning to propagate labels on graphs: An iterative multitask regression framework for semi-supervised hyperspectral dimensionality reduction

inferredcites →https://doi.org/10.1016/j.isprsjprs.2020.06.014openalex-snapshot

X-ModalNet: A semi-supervised deep cross-modal network for classification of remote sensing data

inferredcites →https://doi.org/10.1016/j.landurbplan.2012.01.001openalex-snapshot

Urban structure type characterization using hyperspectral remote sensing and height information

inferredcites →https://doi.org/10.1016/j.rse.2019.04.014openalex-snapshot

Understanding urban landuse from the above and ground perspectives: A deep learning, multimodal solution

inferredcites →https://doi.org/10.1016/s0924-2716(99)00011-8openalex-snapshot

Airborne laser scanning—an introduction and overview

inferredcites →https://doi.org/10.1080/19479832.2015.1055833openalex-snapshot

Land-cover classification using both hyperspectral and LiDAR data

inferredcites →https://doi.org/10.1109/cvpr.2018.00271openalex-snapshot

CodeSLAM - Learning a Compact, Optimisable Representation for Dense Visual SLAM

inferredcites →https://doi.org/10.1109/iccv.2015.123openalex-snapshot

Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification

inferredcites →https://doi.org/10.1109/jproc.2012.2197589openalex-snapshot

Advances in Spectral-Spatial Classification of Hyperspectral Images

inferredcites →https://doi.org/10.1109/jproc.2015.2449668openalex-snapshot

Multimodal Classification of Remote Sensing Images: A Review and Future Directions

inferredcites →https://doi.org/10.1109/jstars.2014.2356512openalex-snapshot

Enhancement of Spectral Resolution for Remotely Sensed Multispectral Image

inferredcites →https://doi.org/10.1109/jstars.2016.2634863openalex-snapshot

Hyperspectral and LiDAR Data Fusion Using Extinction Profiles and Deep Convolutional Neural Network

inferredcites →https://doi.org/10.1109/jstars.2017.2682189openalex-snapshot

Learning a Robust Local Manifold Representation for Hyperspectral Dimensionality Reduction

inferredcites →https://doi.org/10.1109/jstars.2017.2684085openalex-snapshot

Fusion of Hyperspectral and LiDAR Data for Classification of Cloud-Shadow Mixed Remote Sensed Scene

inferredcites →https://doi.org/10.1109/jstars.2018.2799698openalex-snapshot

Open Data for Global Multimodal Land Use Classification: Outcome of the 2017 IEEE GRSS Data Fusion Contest

inferredcites →https://doi.org/10.1109/jstars.2018.2876357openalex-snapshot

$M^3\text{Fusion}$: A Deep Learning Architecture for Multiscale Multimodal Multitemporal Satellite Data Fusion

inferredcites →https://doi.org/10.1109/jstars.2019.2911113openalex-snapshot

Advanced Multi-Sensor Optical Remote Sensing for Urban Land Use and Land Cover Classification: Outcome of the 2018 IEEE GRSS Data Fusion Contest

inferredcites →https://doi.org/10.1109/lgrs.2005.856117openalex-snapshot

Classification of Remote Sensing Images From Urban Areas Using a Fuzzy Possibilistic Model

inferredcites →https://doi.org/10.1109/lgrs.2014.2350263openalex-snapshot

Generalized Graph-Based Fusion of Hyperspectral and LiDAR Data Using Morphological Features

inferredcites →https://doi.org/10.1109/lgrs.2014.2377476openalex-snapshot

Cloud Removal From Optical Satellite Imagery With SAR Imagery Using Sparse Representation

inferredcites →https://doi.org/10.1109/lgrs.2017.2704625openalex-snapshot

Deep Fusion of Remote Sensing Data for Accurate Classification

inferredcites →https://doi.org/10.1109/lgrs.2019.2919755openalex-snapshot

Fourier-Based Rotation-Invariant Feature Boosting: An Efficient Framework for Geospatial Object Detection

inferredcites →https://doi.org/10.1109/lgrs.2019.2927779openalex-snapshot

Multi-Scale Local Context Embedding for LiDAR Point Cloud Classification

inferredcites →https://doi.org/10.1109/lgrs.2019.2944599openalex-snapshot

Learning-Shared Cross-Modality Representation Using Multispectral-LiDAR and Hyperspectral Data

inferredcites →https://doi.org/10.1109/lgrs.2020.2990407openalex-snapshot

An Enhanced 3-D Discrete Wavelet Transform for Hyperspectral Image Classification

inferredcites →https://doi.org/10.1109/mgrs.2020.2979764openalex-snapshot

Feature Extraction for Hyperspectral Imagery: The Evolution From Shallow to Deep: Overview and Toolbox

inferredcites →https://doi.org/10.1109/tgrs.2003.813553openalex-snapshot

Object detection by using "whitening/dewhitening" to transform target signatures in multitemporal hyperspectral and multispectral imagery

inferredcites →https://doi.org/10.1109/tgrs.2005.852084openalex-snapshot

Four-component scattering model for polarimetric SAR image decomposition

inferredcites →https://doi.org/10.1109/tgrs.2014.2317499openalex-snapshot

Semisupervised Manifold Alignment of Multimodal Remote Sensing Images

inferredcites →https://doi.org/10.1109/tgrs.2015.2421051openalex-snapshot

A Novel MKL Model of Integrating LiDAR Data and MSI for Urban Area Classification

inferredcites →https://doi.org/10.1109/tgrs.2017.2686450openalex-snapshot

Hyperspectral and LiDAR Fusion Using Extinction Profiles and Total Variation Component Analysis

inferredcites →https://doi.org/10.1109/tgrs.2017.2726901openalex-snapshot

Fusion of Hyperspectral and LiDAR Data Using Sparse and Low-Rank Component Analysis

inferredcites →https://doi.org/10.1109/tgrs.2017.2756851openalex-snapshot

Multisource Remote Sensing Data Classification Based on Convolutional Neural Network

inferredcites →https://doi.org/10.1109/tgrs.2018.2890705openalex-snapshot

CoSpace: Common Subspace Learning From Hyperspectral-Multispectral Correspondences

inferredcites →https://doi.org/10.1109/tgrs.2019.2899129openalex-snapshot

Cascaded Recurrent Neural Networks for Hyperspectral Image Classification

inferredcites →https://doi.org/10.1109/tgrs.2019.2907310openalex-snapshot

StfNet : A Two-Stream Convolutional Neural Network for Spatiotemporal Image Fusion

inferredcites →https://doi.org/10.1109/tgrs.2019.2907932openalex-snapshot

Deep Learning for Hyperspectral Image Classification: An Overview

inferredcites →https://doi.org/10.1109/tgrs.2019.2924113openalex-snapshot

MIMA: MAPPER-Induced Manifold Alignment for Semi-Supervised Fusion of Optical Image and Polarimetric SAR Data

inferredcites →https://doi.org/10.1109/tgrs.2019.2957251openalex-snapshot

Invariant Attribute Profiles: A Spatial-Frequency Joint Feature Extractor for Hyperspectral Image Classification

inferredcites →https://doi.org/10.1109/tgrs.2020.2964627openalex-snapshot

Hyperspectral Image Classification With Convolutional Neural Network and Active Learning

inferredcites →https://doi.org/10.1109/tip.2018.2878958openalex-snapshot

An Augmented Linear Mixing Model to Address Spectral Variability for Hyperspectral Unmixing

inferredcites →https://doi.org/10.1109/tip.2019.2893068openalex-snapshot

Nonconvex-Sparsity and Nonlocal-Smoothness-Based Blind Hyperspectral Unmixing

inferredcites →https://doi.org/10.1109/tits.2020.2972974openalex-snapshot

Deep Multi-Modal Object Detection and Semantic Segmentation for Autonomous Driving: Datasets, Methods, and Challenges

inferredcites →https://doi.org/10.1109/tnnls.2020.2979546openalex-snapshot

Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration

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A Coefficient of Agreement for Nominal Scales

inferredcites →https://doi.org/10.3390/rs70911776openalex-snapshot

Capability of Spaceborne Hyperspectral EnMAP Mission for Mapping Fractional Cover for Soil Erosion Modeling

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Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

inferredcites →https://doi.org/10.57702/o9raffedopenalex-snapshot

Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Multiscale Patch-Based Feature Graphs for Image Classification

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3-Dimension Object Feature Fusion Based Recurrent Neural Network for Classification

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Uncertainty-Aware Contrastive Learning for Semi-Supervised Classification of Hyperspectral and Lidar Data

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Neither a Picasso Nor a Da Vinci: An Examination of Novice Artwork Pricing with Multi-Modal Data

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Forest Biomass Estimation Using Deep Learning Data Fusion of Lidar, Multispectral, and Topographic Data Remote Sensing of Environment

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The Second Generation Geoglows River Forecast System

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Feature Selection with Evolutionary and Swarm Algorithms for Multimodal Learning on a Synthetic Dataset

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Elevation-Separated CRF Post-processing of Remote Sensing Imagery for Self-supervised Image Segmentation

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Few-Shot Target Recognition in Foliage Environments Across Different Weather Conditions via Meta-Learning

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A Novel Method for Hybrid Deep Learning-Based Image Captioning

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Convolutional Neural Network Based on Multiple Attention Mechanisms for Hyperspectral and LiDAR Classification

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Advances in Earth observation and machine learning for quantifying blue carbon

inferred← citeshttps://doi.org/10.1016/j.egyai.2025.100527openalex-snapshot

Uncovering the location of photovoltaic power plants using heterogeneous remote sensing imagery

inferred← citeshttps://doi.org/10.1016/j.engappai.2023.105817openalex-snapshot

A dynamic graph aggregation framework for 3D point cloud registration

inferred← citeshttps://doi.org/10.1016/j.engappai.2023.106973openalex-snapshot

A priori compression of convolutional neural networks for wave simulators

inferred← citeshttps://doi.org/10.1016/j.engappai.2024.108497openalex-snapshot

Unified weakly and semi-supervised crack segmentation framework using limited coarse labels

inferred← citeshttps://doi.org/10.1016/j.engappai.2024.108669openalex-snapshot

MSTSENet: Multiscale Spectral–Spatial Transformer with Squeeze and Excitation network for hyperspectral image classification

inferred← citeshttps://doi.org/10.1016/j.engappai.2025.111206openalex-snapshot

A comprehensive review on computer vision analysis of aerial data

inferred← citeshttps://doi.org/10.1016/j.engappai.2026.116175openalex-snapshot

Temporal–contextual contrastive learning with importance-guided feature fusion using an improved particle swarm optimization algorithm

inferred← citeshttps://doi.org/10.1016/j.eswa.2022.118797openalex-snapshot

TAttMSRecNet:Triplet-attention and multiscale reconstruction network for band selection in hyperspectral images

inferred← citeshttps://doi.org/10.1016/j.eswa.2022.118928openalex-snapshot

M2YOLOF: Based on effective receptive fields and multiple-in-single-out encoder for object detection

inferred← citeshttps://doi.org/10.1016/j.eswa.2022.118995openalex-snapshot

Feature augmentation based on manifold ranking and LSTM for image classification

inferred← citeshttps://doi.org/10.1016/j.eswa.2022.119161openalex-snapshot

Traffic flow and speed forecasting through a Bayesian deep multi-linear relationship network

inferred← citeshttps://doi.org/10.1016/j.eswa.2022.119458openalex-snapshot

Deep probability multi-view feature learning for data clustering

inferred← citeshttps://doi.org/10.1016/j.eswa.2023.119904openalex-snapshot

Hyperspectral image classification via deep network with attention mechanism and multigroup strategy

inferred← citeshttps://doi.org/10.1016/j.eswa.2023.120143openalex-snapshot

Stereoscopic image super-resolution with interactive memory learning

inferred← citeshttps://doi.org/10.1016/j.eswa.2023.120672openalex-snapshot

A discordance analysis in manual labelling of urban mobile laser scanning data used for deep learning based semantic segmentation

inferred← citeshttps://doi.org/10.1016/j.eswa.2023.120829openalex-snapshot

DBCT-Net:A dual branch hybrid CNN-transformer network for remote sensing image fusion

inferred← citeshttps://doi.org/10.1016/j.eswa.2023.121116openalex-snapshot

Multiscale patch-based feature graphs for image classification

inferred← citeshttps://doi.org/10.1016/j.eswa.2023.121376openalex-snapshot

Image transformation based on optical reservoir computing for image security

inferred← citeshttps://doi.org/10.1016/j.eswa.2023.121971openalex-snapshot

Hyperplane projection network for few-shot relation classification

inferred← citeshttps://doi.org/10.1016/j.eswa.2023.122125openalex-snapshot

A dual-branch siamese spatial-spectral transformer attention network for Hyperspectral Image Change Detection

inferred← citeshttps://doi.org/10.1016/j.eswa.2023.122788openalex-snapshot

MSA R-CNN: A comprehensive approach to remote sensing object detection and scene understanding

inferred← citeshttps://doi.org/10.1016/j.eswa.2023.122917openalex-snapshot

LandBench 1.0: A benchmark dataset and evaluation metrics for data-driven land surface variables prediction

inferred← citeshttps://doi.org/10.1016/j.eswa.2024.123939openalex-snapshot

RDTN: Residual Densely Transformer Network for hyperspectral image classification

inferred← citeshttps://doi.org/10.1016/j.eswa.2024.124011openalex-snapshot

PGCL: Prompt guidance and self-supervised contrastive learning-based method for Visual Question Answering

inferred← citeshttps://doi.org/10.1016/j.eswa.2024.124661openalex-snapshot

EL-Net: An efficient and lightweight optimized network for object detection in remote sensing images

inferred← citeshttps://doi.org/10.1016/j.eswa.2024.125132openalex-snapshot

Multi-level interactive fusion network based on adversarial learning for fusion classification of hyperspectral and LiDAR data

inferred← citeshttps://doi.org/10.1016/j.eswa.2024.125772openalex-snapshot

MOHGCN: A trustworthy multi-omics data integration framework based on specificity-aware heterogeneous graph convolutional neural networks for disease diagnosis

inferred← citeshttps://doi.org/10.1016/j.eswa.2025.127742openalex-snapshot

Cross-domain multimodal feature enhancement hypergraph neural network for few-shot hyperspectral images classification

inferred← citeshttps://doi.org/10.1016/j.eswa.2026.133828openalex-snapshot

Research on a distributed radar spatial–polarimetric joint-domain recognition method for active decoys based on graph neural networks

inferred← citeshttps://doi.org/10.1016/j.eswa.2026.133841openalex-snapshot

SDDA-Net: A feature enhancement-based self-distillation pseudo-domain adaptation network for hyperspectral image and LiDAR data joint classification

inferred← citeshttps://doi.org/10.1016/j.eswa.2026.134594openalex-snapshot

HSFCNet: Hierarchical spatial-frequency collaborative network for multimodal remote sensing semantic segmentation

inferred← citeshttps://doi.org/10.1016/j.habitatint.2026.103950openalex-snapshot

Mapping urban underutilization in data-scarce global South Cities: A multidimensional open-data framework for spatial planning

inferred← citeshttps://doi.org/10.1016/j.ijleo.2022.170415openalex-snapshot

Image restoration via wavelet-based low-rank tensor regularization

inferred← citeshttps://doi.org/10.1016/j.image.2021.116549openalex-snapshot

Morphologically dilated convolutional neural network for hyperspectral image classification

inferred← citeshttps://doi.org/10.1016/j.imavis.2022.104461openalex-snapshot

Deep Isometric Maps

inferred← citeshttps://doi.org/10.1016/j.imavis.2023.104717openalex-snapshot

Deep expectation-maximization network for unsupervised image segmentation and clustering

inferred← citeshttps://doi.org/10.1016/j.imavis.2023.104718openalex-snapshot

Dictionary-enabled efficient training of ConvNets for image classification

inferred← citeshttps://doi.org/10.1016/j.imavis.2023.104721openalex-snapshot

A multi-view human gait recognition using hybrid whale and gray wolf optimization algorithm with a random forest classifier

inferred← citeshttps://doi.org/10.1016/j.imavis.2023.104736openalex-snapshot

P3DC-shot: Prior-driven discrete data calibration for nearest-neighbor few-shot classification

inferred← citeshttps://doi.org/10.1016/j.imavis.2023.104872openalex-snapshot

Cross channel weight sharing for image classification

inferred← citeshttps://doi.org/10.1016/j.imavis.2024.105101openalex-snapshot

Underwater image enhancement based on global features and prior distribution guided

inferred← citeshttps://doi.org/10.1016/j.imavis.2025.105669openalex-snapshot

Modal-aware contrastive learning for hyperspectral and LiDAR classification

inferred← citeshttps://doi.org/10.1016/j.inffus.2021.09.004openalex-snapshot

Multimodal Earth observation data fusion: Graph-based approach in shared latent space

inferred← citeshttps://doi.org/10.1016/j.inffus.2021.12.008openalex-snapshot

Multi-attentive hierarchical dense fusion net for fusion classification of hyperspectral and LiDAR data

inferred← citeshttps://doi.org/10.1016/j.inffus.2022.09.006openalex-snapshot

Multimodal audio-visual information fusion using canonical-correlated Graph Neural Network for energy-efficient speech enhancement

inferred← citeshttps://doi.org/10.1016/j.inffus.2022.09.008openalex-snapshot

Review of pixel-level remote sensing image fusion based on deep learning

inferred← citeshttps://doi.org/10.1016/j.inffus.2022.12.020openalex-snapshot

Coupled adversarial learning for fusion classification of hyperspectral and LiDAR data

inferred← citeshttps://doi.org/10.1016/j.inffus.2023.102077openalex-snapshot

Global and cross-modal feature aggregation for multi-omics data classification and application on drug response prediction

inferred← citeshttps://doi.org/10.1016/j.inffus.2023.102148openalex-snapshot

Reciprocal transformer for hyperspectral and multispectral image fusion

inferred← citeshttps://doi.org/10.1016/j.inffus.2024.102298openalex-snapshot

Shared contents alignment across multiple granularities for robust SAR-optical image matching

inferred← citeshttps://doi.org/10.1016/j.inffus.2025.103249openalex-snapshot

Uncertainty-Aware Dynamic Fusion Network with Criss-Cross Attention for multimodal remote sensing land cover classification

inferred← citeshttps://doi.org/10.1016/j.inffus.2025.103447openalex-snapshot

S 3 Diffuser: Frequency selected state space guided diffusion model for multimodal fusion classification

inferred← citeshttps://doi.org/10.1016/j.inffus.2025.103833openalex-snapshot

CIFDet: robust correlation-guided fusion and contrast-driven attention for misaligned multi-modal object detection

inferred← citeshttps://doi.org/10.1016/j.inffus.2025.104103openalex-snapshot

Deep learning-based astronomical multimodal data fusion: A comprehensive review

inferred← citeshttps://doi.org/10.1016/j.inffus.2026.104258openalex-snapshot

Dynamic quadruplet transition learning for dual-modal remote sensing classification

inferred← citeshttps://doi.org/10.1016/j.inffus.2026.104620openalex-snapshot

IHEL: Multimodal remote sensing image classification via interactive heterogeneous expert learning

inferred← citeshttps://doi.org/10.1016/j.inffus.2026.104846openalex-snapshot

Text-augmented patch–scene collaborative network for joint hyperspectral and LiDAR classification

inferred← citeshttps://doi.org/10.1016/j.inffus.2026.104871openalex-snapshot

Spatial-Guided LiDAR Spatial-Elevation Feature Enhancement Network for Fusion Classification of Hyperspectral and LiDAR Data

inferred← citeshttps://doi.org/10.1016/j.infrared.2022.104415openalex-snapshot

Hyperspectral image classification based on combining texture and multiscale guided filter feature of principal component

inferred← citeshttps://doi.org/10.1016/j.infrared.2023.104935openalex-snapshot

ResFuseYOLOv4_Tiny: Enhancing detection accuracy for lightweight networks in infrared small object detection tasks

inferred← citeshttps://doi.org/10.1016/j.infrared.2023.104983openalex-snapshot

A multi-range spectral-spatial transformer for hyperspectral image classification

inferred← citeshttps://doi.org/10.1016/j.infrared.2025.106318openalex-snapshot

IACF-Net:Interactive adaptive cross fusion network for collaborative classification of hyperspectral and LiDAR data

inferred← citeshttps://doi.org/10.1016/j.ins.2023.119655openalex-snapshot

Transformer-based contrastive prototypical clustering for multimodal remote sensing data

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2021.04.011openalex-snapshot

FPS-Net: A convolutional fusion network for large-scale LiDAR point cloud segmentation

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2021.05.011openalex-snapshot

Multimodal remote sensing benchmark datasets for land cover classification with a shared and specific feature learning model

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2021.10.010openalex-snapshot

Balance learning for ship detection from synthetic aperture radar remote sensing imagery

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2021.11.023openalex-snapshot

Performance of deep learning in mapping water quality of Lake Simcoe with long-term Landsat archive

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2022.03.010openalex-snapshot

Fusion of optical, radar and waveform LiDAR observations for land cover classification

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2022.08.012openalex-snapshot

Large-scale deep learning based binary and semantic change detection in ultra high resolution remote sensing imagery: From benchmark datasets to urban application

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2022.09.004openalex-snapshot

An omni-scale global–local aware network for shadow extraction in remote sensing imagery

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2022.11.006openalex-snapshot

Large-scale individual building extraction from open-source satellite imagery via super-resolution-based instance segmentation approach

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2022.11.008openalex-snapshot

Manipal-UAV person detection dataset: A step towards benchmarking dataset and algorithms for small object detection

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2023.02.006openalex-snapshot

RETRACTED: High temporal frequency vehicle counting from low-resolution satellite images

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2023.04.008openalex-snapshot

Aligning semantic distribution in fusing optical and SAR images for land use classification

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2023.06.014openalex-snapshot

Imbalance knowledge-driven multi-modal network for land-cover semantic segmentation using aerial images and LiDAR point clouds

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2023.09.021openalex-snapshot

Improving agricultural field parcel delineation with a dual branch spatiotemporal fusion network by integrating multimodal satellite data

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2024.01.015openalex-snapshot

Open-set domain adaptation for scene classification using multi-adversarial learning

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2024.02.003openalex-snapshot

Trustworthy remote sensing interpretation: Concepts, technologies, and applications

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2024.09.012openalex-snapshot

SoftFormer: SAR-optical fusion transformer for urban land use and land cover classification

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2025.01.018openalex-snapshot

Classification of urban road functional structure by integrating physical and behavioral features

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2025.05.028openalex-snapshot

FlexiSAM: A flexible SAM-based semantic segmentation model for land cover classification using high-resolution multimodal remote sensing imagery

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2025.06.030openalex-snapshot

Remote sensing of urban tree carbon stocks: A methodological review

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2025.10.036openalex-snapshot

Bottom-up building exposure modeling with multimodal earth vision

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2025.12.023openalex-snapshot

A Spatially Masked Adaptive Gated Network for multimodal post-flood water extent mapping using SAR and incomplete multispectral data

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2026.02.004openalex-snapshot

Multimodal remote sensing change detection: An image matching perspective

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2026.05.050openalex-snapshot

CanadaFireSat: Towards high-resolution wildfire forecasting with multiple modalities

inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2026.08.014openalex-snapshot

SMS-Diff: Physics-aware spectral-spatial diffusion for unified geospatial multi-modal reconstruction

inferred← citeshttps://doi.org/10.1016/j.jag.2021.102461openalex-snapshot

Hyperspectral target detection based on transform domain adaptive constrained energy minimization

inferred← citeshttps://doi.org/10.1016/j.jag.2021.102530openalex-snapshot

Soil moisture downscaling using multiple modes of the DISPATCH algorithm in a semi-humid/humid region

inferred← citeshttps://doi.org/10.1016/j.jag.2021.102582openalex-snapshot

Mask DeepLab: End-to-end image segmentation for change detection in high-resolution remote sensing images

inferred← citeshttps://doi.org/10.1016/j.jag.2021.102598openalex-snapshot

DOCC: Deep one-class crop classification via positive and unlabeled learning for multi-modal satellite imagery

inferred← citeshttps://doi.org/10.1016/j.jag.2021.102660openalex-snapshot

An improved mask-RCNN algorithm for UAV TIR video stream target detection

inferred← citeshttps://doi.org/10.1016/j.jag.2021.102669openalex-snapshot

Transferable network with Siamese architecture for anomaly detection in hyperspectral images

inferred← citeshttps://doi.org/10.1016/j.jag.2022.102687openalex-snapshot

Adaptive spectral-spatial feature fusion network for hyperspectral image classification using limited training samples

inferred← citeshttps://doi.org/10.1016/j.jag.2022.102713openalex-snapshot

A hybrid ensemble-based deep-learning framework for landslide susceptibility mapping

inferred← citeshttps://doi.org/10.1016/j.jag.2022.102723openalex-snapshot

AGFP-Net: Attentive geometric feature pyramid network for land cover classification using airborne multispectral LiDAR data

inferred← citeshttps://doi.org/10.1016/j.jag.2022.102804openalex-snapshot

Leveraging OpenStreetMap and Multimodal Remote Sensing Data with Joint Deep Learning for Wastewater Treatment Plants Detection

inferred← citeshttps://doi.org/10.1016/j.jag.2022.102896openalex-snapshot

A dual-stream high resolution network: Deep fusion of GF-2 and GF-3 data for land cover classification

inferred← citeshttps://doi.org/10.1016/j.jag.2022.102926openalex-snapshot

Deep learning in multimodal remote sensing data fusion: A comprehensive review

inferred← citeshttps://doi.org/10.1016/j.jag.2022.102950openalex-snapshot

A high-resolution feature difference attention network for the application of building change detection

inferred← citeshttps://doi.org/10.1016/j.jag.2023.103302openalex-snapshot

Hyperspectral image-aided LiDAR point cloud labeling via spatio-spectral feature representation learning

inferred← citeshttps://doi.org/10.1016/j.jag.2023.103331openalex-snapshot

A novel low-cost multi-sensor solution for pavement distress segmentation and characterization at night

inferred← citeshttps://doi.org/10.1016/j.jag.2023.103361openalex-snapshot

Quadruple stacked-based concept: A novel approach for change detection

showing the first 200 of 1374

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