Research graph
References from Dual-Branch GCN-Mamba Network with Semantic-Guided Meta-Learning for Multimodal Remote Sensing Classification. Local targets link to admitted publications; unresolved targets remain external evidence.
Classification of Hyperspectral and LiDAR Data Using Coupled CNNs
10.1109/tgrs.2020.2969024 · 2020 · External reference
Coupled Adversarial Learning for Fusion Classification of Hyperspectral and LiDAR Data
10.1016/j.inffus.2022.12.020 · 2023 · External reference
Selective Spectral–Spatial Aggregation Transformer for Hyperspectral and LiDAR Classification
10.1109/lgrs.2024.3521976 · 2025 · External reference
Joint Classification of Hyperspectral and LiDAR Data Based on Dynamic Sparse-Dense Transformer and Mamba
10.1109/jstars.2026.3676502 · 2026 · External reference
Boosting Multimodal Remote Sensing Image Classification with Transformer-Based Heterogeneously Salient Graph Representation
10.1109/tgrs.2026.3686762 · 2026 · External reference
SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers
10.1109/tgrs.2022.3172371 · 2022 · External reference
Global–Local Transformer Network for HSI and LiDAR Data Joint Classification
2022 · External reference
10.3390/rs18010138
10.3390/rs18010138 · External reference
CMFNet: Cross Mamba Fusion Network for Hyperspectral and LiDAR Data Classification
2025 · External reference
Multimodal Fusion Mamba Network for Joint Land Cover Classification Using Hyperspectral and LiDAR Data
10.1109/jstars.2025.3585640 · 2025 · External reference
Multi-Level Fusion Network Based on Mix Hybrid Attention for Hyperspectral and LiDAR Image Classification
10.1109/jstars.2025.3628896 · 2026 · External reference
Frequency-Driven Visual State Space Model with Cross-Scale Spatial Aggregation for Hyperspectral and LiDAR Classification
10.1109/jstars.2026.3662280 · 2026 · External reference
MHCMamba: Multiscale Hybrid Convolution Mamba Network for Hyperspectral and LiDAR Image Classification
10.1109/jstars.2025.3603954 · 2025 · External reference
Joint Classification of Hyperspectral and LiDAR Data Based on Mamba
2024 · External reference
10.3390/rs18020216
10.3390/rs18020216 · External reference
10.3390/rs18071066
10.3390/rs18071066 · External reference
MCAFNet: Multiscale Cross-Attention Fusion Network for HSI and LiDAR Data Joint Classification
10.1109/tgrs.2026.3691799 · 2026 · External reference
HCAFNet: Hierarchical Cross-Modal Attention Fusion Network for HSI and LiDAR Joint Classification
10.1109/jstars.2025.3555950 · 2025 · External reference
NCGLF 2: Network Combining Global and Local Features for Fusion of Multisource Remote Sensing Data
10.1016/j.inffus.2023.102192 · 2024 · External reference
S3F2Net: Spatial-Spectral-Structural Feature Fusion Network for Hyperspectral Image and LiDAR Data Classification
10.1109/tcsvt.2025.3525734 · 2025 · External reference
Dual-Feature Attention Hybrid GCN Mamba Network for Joint Hyperspectral and LiDAR Classification
2025 · External reference
Graph-in-Graph Convolutional Network for Hyperspectral Image Classification
10.1109/tnnls.2022.3182715 · 2024 · External reference
S2GCCFN: Shared-Specific Graph Construction Oriented Crossmodal Fusion Network for HSI and LiDAR Data Joint Classification
2026 · External reference
HSI–LiDAR Joint Classification via Progressive Spatial–Spectral–Frequency Fusion Learning
2026 · External reference
Complementary information-guided interactive fusion network for HSI and LiDAR data joint classification
10.1016/j.eswa.2025.129549 · 2026 · External reference
HSI and LiDAR Joint Classification Network with Interactive Extraction and Heterogeneous Balance
10.1109/lgrs.2025.3569521 · 2025 · External reference
10.3390/rs17172923
10.3390/rs17172923 · External reference
Multiscale Split-Recombination Cooperative Fusion Network for Hyperspectral and LiDAR Land Cover Classification
2025 · External reference
Dual-Branch Soft Attention Network with Multiscale Feature Interaction for Hyperspectral and LiDAR Data Classification
10.1109/jstars.2025.3596770 · 2025 · External reference
Grouped Attention-Based Spectral–Spatial Feature Learning for Collaborative Hyperspectral and LiDAR Classification
2026 · External reference
Positive Matching Benefits Fusion: A Novel Contrastive Learning Framework for Hyperspectral and LiDAR Data Classification
2026 · External reference
A Contrastive Learning Enhanced Adaptive Multimodal Fusion Network for Hyperspectral and LiDAR Data Classification
2025 · External reference
Prototype-Based Information Compensation Network for Multisource Remote Sensing Data Classification
2025 · External reference
Robust deep alignment network with remote sensing knowledge graph for zero-shot and generalized zero-shot remote sensing image scene classification
10.1016/j.isprsjprs.2021.08.001 · 2021 · External reference
Informed Machine Learning—A Taxonomy and Survey of Integrating Prior Knowledge into Learning Systems
2023 · External reference
Spectral–Spatial Adversarial Multidomain Synthesis Network for Cross-Scene Hyperspectral Image Classification
2024 · External reference
Decoupling and Aligning Modality-Shared Semantics for Single-Domain Generalization in Hyperspectral Image Classification
10.1109/jstars.2025.3610145 · 2025 · External reference
Cross-SPECL: Cross-Scene Hyperspectral Image Classification via Spectral Stability Exploiting and Causal Learning
2026 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Multi-frequency PolSAR Image Fusion Classification Based on Semantic Interactive Information and Topological Structure
2023 · External reference
Semi-Supervised Classification of Dual-Frequency PolSAR Image Using Joint Feature Learning and Cross Label-Information Network
10.1109/tgrs.2022.3210948 · 2022 · External reference
SGMFNet: A Semantic-Guided Multifrequency PolSAR Data Fusion Framework Based on Scattering Mechanisms
2025 · External reference
WMCFN: Wavelet-Enhanced Multiscale Cross-Modal Fusion Network for Hyperspectral and LiDAR Data Fusion
10.1117/1.jrs.20.021414 · 2026 · External reference
Coarse-to-Fine Complementary Representation Network for Joint Hyperspectral and LiDAR Classification
10.1109/jstars.2026.3686062 · 2026 · External reference
Bridging HSI and LiDAR Data with Frequency-Domain Hierarchical Fusion for Enhanced Classification
2025 · External reference
MCFNet: Multiscale Cross-Domain Fusion Network for HSI and LiDAR Data Joint Classification
2025 · External reference
Feature Reconstruction Guided Fusion Network for Hyperspectral and LiDAR Classification
2025 · External reference
10.3390/electronics14152952
10.3390/electronics14152952 · External reference
10.1109/cvprw67362.2025.00211
10.1109/cvprw67362.2025.00211 · External reference
DKDFN: Domain Knowledge-Guided Deep Collaborative Fusion Network for Multimodal Unitemporal Remote Sensing Land Cover Classification
10.1016/j.isprsjprs.2022.02.013 · 2022 · External reference
Geographical Knowledge-Driven Representation Learning for Remote Sensing Images
2021 · External reference
DFAF-Net: A Dual-Frequency PolSAR Image Classification Network Based on Frequency-Aware Attention and Adaptive Feature Fusion
2022 · External reference
Beyond Spectral Shift Mitigation: Knowledge Swap Net for Cross-Domain Few-Shot Hyperspectral Image Classification
2024 · External reference
10.3389/feart.2024.1469032
10.3389/feart.2024.1469032 · External reference
10.3390/rs17162800
10.3390/rs17162800 · External reference
10.20944/preprints202402.1296.v1
10.20944/preprints202402.1296.v1 · External reference
10.3390/rs16244693
10.3390/rs16244693 · External reference
Interactive Enhanced Network Based on Multihead Self-Attention and Graph Convolution for Classification of Hyperspectral and LiDAR Data
2024 · External reference
Multimodal Informative ViT: Information Aggregation and Distribution for Hyperspectral and LiDAR Classification
10.1109/tcsvt.2024.3375511 · 2024 · External reference
MTMixer: A Hybrid Mamba-Transformer Architecture for Multimodal Remote Sensing Image Classification
10.1080/01431161.2025.2594891 · 2026 · External reference
Complementary information-guided interactive fusion network for HSI and LiDAR data joint classification
10.1016/j.eswa.2025.129549 · ExternalCitation · doi-reference
Coupled Adversarial Learning for Fusion Classification of Hyperspectral and LiDAR Data
10.1016/j.inffus.2022.12.020 · ExternalCitation · doi-reference
NCGLF 2: Network Combining Global and Local Features for Fusion of Multisource Remote Sensing Data
10.1016/j.inffus.2023.102192 · ExternalCitation · doi-reference
Robust deep alignment network with remote sensing knowledge graph for zero-shot and generalized zero-shot remote sensing image scene classification
10.1016/j.isprsjprs.2021.08.001 · ExternalCitation · doi-reference
DKDFN: Domain Knowledge-Guided Deep Collaborative Fusion Network for Multimodal Unitemporal Remote Sensing Land Cover Classification
10.1016/j.isprsjprs.2022.02.013 · ExternalCitation · doi-reference
MTMixer: A Hybrid Mamba-Transformer Architecture for Multimodal Remote Sensing Image Classification
10.1080/01431161.2025.2594891 · ExternalCitation · doi-reference
10.1109/cvprw67362.2025.00211
10.1109/cvprw67362.2025.00211 · ExternalCitation · doi-reference
HCAFNet: Hierarchical Cross-Modal Attention Fusion Network for HSI and LiDAR Joint Classification
10.1109/jstars.2025.3555950 · ExternalCitation · doi-reference
Multimodal Fusion Mamba Network for Joint Land Cover Classification Using Hyperspectral and LiDAR Data
10.1109/jstars.2025.3585640 · ExternalCitation · doi-reference
Dual-Branch Soft Attention Network with Multiscale Feature Interaction for Hyperspectral and LiDAR Data Classification
10.1109/jstars.2025.3596770 · ExternalCitation · doi-reference
MHCMamba: Multiscale Hybrid Convolution Mamba Network for Hyperspectral and LiDAR Image Classification
10.1109/jstars.2025.3603954 · ExternalCitation · doi-reference
Decoupling and Aligning Modality-Shared Semantics for Single-Domain Generalization in Hyperspectral Image Classification
10.1109/jstars.2025.3610145 · ExternalCitation · doi-reference
Multi-Level Fusion Network Based on Mix Hybrid Attention for Hyperspectral and LiDAR Image Classification
10.1109/jstars.2025.3628896 · ExternalCitation · doi-reference
Frequency-Driven Visual State Space Model with Cross-Scale Spatial Aggregation for Hyperspectral and LiDAR Classification
10.1109/jstars.2026.3662280 · ExternalCitation · doi-reference
Joint Classification of Hyperspectral and LiDAR Data Based on Dynamic Sparse-Dense Transformer and Mamba
10.1109/jstars.2026.3676502 · ExternalCitation · doi-reference
Coarse-to-Fine Complementary Representation Network for Joint Hyperspectral and LiDAR Classification
10.1109/jstars.2026.3686062 · ExternalCitation · doi-reference
Selective Spectral–Spatial Aggregation Transformer for Hyperspectral and LiDAR Classification
10.1109/lgrs.2024.3521976 · ExternalCitation · doi-reference
HSI and LiDAR Joint Classification Network with Interactive Extraction and Heterogeneous Balance
10.1109/lgrs.2025.3569521 · ExternalCitation · doi-reference
Multimodal Informative ViT: Information Aggregation and Distribution for Hyperspectral and LiDAR Classification
10.1109/tcsvt.2024.3375511 · ExternalCitation · doi-reference
S3F2Net: Spatial-Spectral-Structural Feature Fusion Network for Hyperspectral Image and LiDAR Data Classification
10.1109/tcsvt.2025.3525734 · ExternalCitation · doi-reference
Classification of Hyperspectral and LiDAR Data Using Coupled CNNs
10.1109/tgrs.2020.2969024 · ExternalCitation · doi-reference
SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers
10.1109/tgrs.2022.3172371 · ExternalCitation · doi-reference
Semi-Supervised Classification of Dual-Frequency PolSAR Image Using Joint Feature Learning and Cross Label-Information Network
10.1109/tgrs.2022.3210948 · ExternalCitation · doi-reference
Boosting Multimodal Remote Sensing Image Classification with Transformer-Based Heterogeneously Salient Graph Representation
10.1109/tgrs.2026.3686762 · ExternalCitation · doi-reference
MCAFNet: Multiscale Cross-Attention Fusion Network for HSI and LiDAR Data Joint Classification
10.1109/tgrs.2026.3691799 · ExternalCitation · doi-reference
Graph-in-Graph Convolutional Network for Hyperspectral Image Classification
10.1109/tnnls.2022.3182715 · ExternalCitation · doi-reference
WMCFN: Wavelet-Enhanced Multiscale Cross-Modal Fusion Network for Hyperspectral and LiDAR Data Fusion
10.1117/1.jrs.20.021414 · ExternalCitation · doi-reference
10.20944/preprints202402.1296.v1
10.20944/preprints202402.1296.v1 · ExternalCitation · doi-reference
10.3389/feart.2024.1469032
10.3389/feart.2024.1469032 · ExternalCitation · doi-reference
10.3390/electronics14152952
10.3390/electronics14152952 · ExternalCitation · doi-reference
10.3390/rs16244693
10.3390/rs16244693 · ExternalCitation · doi-reference
10.3390/rs17162800
10.3390/rs17162800 · ExternalCitation · doi-reference
10.3390/rs17172923
10.3390/rs17172923 · ExternalCitation · doi-reference
10.3390/rs18010138
10.3390/rs18010138 · ExternalCitation · doi-reference
10.3390/rs18020216
10.3390/rs18020216 · ExternalCitation · doi-reference
10.3390/rs18071066
10.3390/rs18071066 · ExternalCitation · doi-reference
