{"total":119,"rows":[{"id":"2107.02988","title":"SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers","created":"2021-07-07","cited_by_count":169,"area":null},{"id":"2212.00968","title":"UIU-Net: U-Net in U-Net for Infrared Small Object Detection","created":"2022-12-02","cited_by_count":127,"area":null},{"id":"2209.03430","title":"Foundations and Trends in Multimodal Machine Learning: Principles, Challenges, and Open Questions","created":"2022-09-07","cited_by_count":116,"area":null},{"id":"2105.07921","title":"BigEarthNet-MM: A Large Scale Multi-Modal Multi-Label Benchmark Archive for Remote Sensing Image Classification and Retrieval","created":"2021-05-17","cited_by_count":92,"area":null},{"id":"2205.01380","title":"Deep Learning in Multimodal Remote Sensing Data Fusion: A Comprehensive Review","created":"2022-05-03","cited_by_count":73,"area":null},{"id":"2203.16952","title":"Multimodal Fusion Transformer for Remote Sensing Image Classification","created":"2022-03-31","cited_by_count":64,"area":null},{"id":"2404.08351","title":"OmniSat: Self-Supervised Modality Fusion for Earth Observation","created":"2024-04-12","cited_by_count":63,"area":null},{"id":"2309.16499","title":"Cross-City Matters: A Multimodal Remote Sensing Benchmark Dataset for Cross-City Semantic Segmentation using High-Resolution Domain Adaptation Networks","created":"2023-09-26","cited_by_count":55,"area":null},{"id":"2101.06116","title":"Hyperspectral Image Classification-Traditional to Deep Models: A Survey for Future Prospects","created":"2021-01-15","cited_by_count":49,"area":null},{"id":"2209.13351","title":"SuperYOLO: Super Resolution Assisted Object Detection in Multimodal Remote Sensing Imagery","created":"2022-09-27","cited_by_count":47,"area":null},{"id":"2105.10196","title":"Multimodal Remote Sensing Benchmark Datasets for Land Cover Classification with A Shared and Specific Feature Learning Model","created":"2021-05-21","cited_by_count":43,"area":null},{"id":"2110.12638","title":"Deep Learning for UAV-based Object Detection and Tracking: A Survey","created":"2021-10-25","cited_by_count":33,"area":null},{"id":"2105.10194","title":"Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing","created":"2021-05-21","cited_by_count":29,"area":null},{"id":"2202.09195","title":"A Review on Methods and Applications in Multimodal Deep Learning","created":"2022-02-18","cited_by_count":29,"area":null},{"id":"2206.13114","title":"Dynamic-Group-Aware Networks for Multi-Agent Trajectory Prediction with Relational Reasoning","created":"2022-06-27","cited_by_count":28,"area":null},{"id":"2107.11508","title":"Imbalanced Big Data Oversampling: Taxonomy, Algorithms, Software, Guidelines and Future Directions","created":"2021-07-24","cited_by_count":21,"area":null},{"id":"2309.06751","title":"Remote Sensing Object Detection Meets Deep Learning: A Meta-review of Challenges and Advances","created":"2023-09-13","cited_by_count":20,"area":null},{"id":"2312.01191","title":"Bootstrapping Interactive Image-Text Alignment for Remote Sensing Image Captioning","created":"2023-12-02","cited_by_count":18,"area":null},{"id":"2403.05416","title":"SIRST-5K: Exploring Massive Negatives Synthesis with Self-supervised Learning for Robust Infrared Small Target Detection","created":"2024-03-08","cited_by_count":17,"area":null},{"id":"2112.01932","title":"Multi-Content Complementation Network for Salient Object Detection in Optical Remote Sensing Images","created":"2021-12-02","cited_by_count":16,"area":null},{"id":"2205.13769","title":"Semantic-aware Dense Representation Learning for Remote Sensing Image Change Detection","created":"2022-05-27","cited_by_count":16,"area":null},{"id":"2103.00738","title":"FPS-Net: A Convolutional Fusion Network for Large-Scale LiDAR Point Cloud Segmentation","created":"2021-03-01","cited_by_count":14,"area":null},{"id":"2112.09902","title":"3D Instance Segmentation of MVS Buildings","created":"2021-12-18","cited_by_count":12,"area":null},{"id":"2301.03335","title":"Nearest Neighbor-Based Contrastive Learning for Hyperspectral and LiDAR Data Classification","created":"2023-01-09","cited_by_count":12,"area":null},{"id":"2305.06568","title":"Convolutional Neural Networks Rarely Learn Shape for Semantic Segmentation","created":"2023-05-11","cited_by_count":12,"area":null},{"id":"2404.04531","title":"Decomposition-based Unsupervised Domain Adaptation for Remote Sensing Image Semantic Segmentation","created":"2024-04-06","cited_by_count":12,"area":null},{"id":"2408.09085","title":"Segment Anything with Multiple Modalities","created":"2024-08-17","cited_by_count":12,"area":null},{"id":"2603.00988","title":"Foundation Models in Remote Sensing: Evolving from Unimodality to Multimodality","created":"2026-03-01","cited_by_count":12,"area":null},{"id":"2106.00880","title":"Rotation Equivariant Feature Image Pyramid Network for Object Detection in Optical Remote Sensing Imagery","created":"2021-06-02","cited_by_count":11,"area":null},{"id":"2404.03883","title":"LiDAR-Guided Cross-Attention Fusion for Hyperspectral Band Selection and Image Classification","created":"2024-04-05","cited_by_count":11,"area":null},{"id":"2205.06407","title":"Tensor Decompositions for Hyperspectral Data Processing in Remote Sensing: A Comprehensive Review","created":"2022-05-13","cited_by_count":9,"area":null},{"id":"2306.00792","title":"Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning","created":"2023-06-01","cited_by_count":8,"area":null},{"id":"2311.09520","title":"MDFL: Multi-domain Diffusion-driven Feature Learning","created":"2023-11-16","cited_by_count":8,"area":null},{"id":"2311.09540","title":"FedFusion: Manifold Driven Federated Learning for Multi-satellite and Multi-modality Fusion","created":"2023-11-16","cited_by_count":8,"area":null},{"id":"2108.08063","title":"Multi-patch Feature Pyramid Network for Weakly Supervised Object Detection in Optical Remote Sensing Images","created":"2021-08-18","cited_by_count":7,"area":null},{"id":"2202.04528","title":"Multimodal Audio-Visual Information Fusion using Canonical-Correlated Graph Neural Network for Energy-Efficient Speech Enhancement","created":"2022-02-09","cited_by_count":7,"area":null},{"id":"2205.14548","title":"Image Super-resolution with An Enhanced Group Convolutional Neural Network","created":"2022-05-29","cited_by_count":7,"area":null},{"id":"2201.01001","title":"Attention Mechanism Meets with Hybrid Dense Network for Hyperspectral Image Classification","created":"2022-01-04","cited_by_count":6,"area":null},{"id":"2109.06094","title":"Single-stream CNN with Learnable Architecture for Multi-source Remote Sensing Data","created":"2021-09-13","cited_by_count":5,"area":null},{"id":"2210.17311","title":"Shared Manifold Learning Using a Triplet Network for Multiple Sensor Translation and Fusion with Missing Data","created":"2022-10-25","cited_by_count":5,"area":null},{"id":"2301.01200","title":"Common Practices and Taxonomy in Deep Multi-view Fusion for Remote Sensing Applications","created":"2022-12-20","cited_by_count":5,"area":null},{"id":"2401.03179","title":"Multimodal Informative ViT: Information Aggregation and Distribution for Hyperspectral and LiDAR Classification","created":"2024-01-06","cited_by_count":5,"area":null},{"id":"2407.15512","title":"Increasing the Robustness of Model Predictions to Missing Sensors in Earth Observation","created":"2024-07-22","cited_by_count":5,"area":null},{"id":"2109.04087","title":"Learning Cross-Scale Visual Representations for Real-Time Image Geo-Localization","created":"2021-09-09","cited_by_count":4,"area":null},{"id":"2111.08349","title":"SEnSeI: A Deep Learning Module for Creating Sensor Independent Cloud Masks","created":"2021-11-16","cited_by_count":4,"area":null},{"id":"2306.01523","title":"Transformer-based Multi-Modal Learning for Multi Label Remote Sensing Image Classification","created":"2023-06-02","cited_by_count":4,"area":null},{"id":"2306.16645","title":"Deep Equilibrium Multimodal Fusion","created":"2023-06-29","cited_by_count":4,"area":null},{"id":"2308.05407","title":"A Comparative Assessment of Multi-view fusion learning for Crop Classification","created":"2023-08-10","cited_by_count":4,"area":null},{"id":"2406.02601","title":"Multimodal Deep Learning for Low-Resource Settings: A Vector Embedding Alignment Approach for Healthcare Applications","created":"2024-06-02","cited_by_count":4,"area":null},{"id":"2112.14608","title":"HPRN: Holistic Prior-embedded Relation Network for Spectral Super-Resolution","created":"2021-12-29","cited_by_count":3,"area":null},{"id":"2403.14297","title":"Impact Assessment of Missing Data in Model Predictions for Earth Observation Applications","created":"2024-03-21","cited_by_count":3,"area":null},{"id":"2412.03897","title":"Multisource Collaborative Domain Generalization for Cross-Scene Remote Sensing Image Classification","created":"2024-12-05","cited_by_count":3,"area":null},{"id":"2605.06289","title":"Multimodal Deep Generative Model for Semi-Supervised Learning under Class Imbalance","created":"2026-05-07","cited_by_count":3,"area":null},{"id":"2103.09384","title":"Triplet-Watershed for Hyperspectral Image Classification","created":"2021-03-17","cited_by_count":2,"area":null},{"id":"2201.03686","title":"NFANet: A Novel Method for Weakly Supervised Water Extraction from High-Resolution Remote Sensing Imagery","created":"2022-01-10","cited_by_count":2,"area":null},{"id":"2201.05772","title":"Asymmetric Hash Code Learning for Remote Sensing Image Retrieval","created":"2022-01-15","cited_by_count":2,"area":null},{"id":"2304.05542","title":"CLCLSA: Cross-omics Linked embedding with Contrastive Learning and Self Attention for multi-omics integration with incomplete multi-omics data","created":"2023-04-12","cited_by_count":2,"area":null},{"id":"2409.17777","title":"Harnessing Shared Relations via Multimodal Mixup Contrastive Learning for Multimodal Classification","created":"2024-09-26","cited_by_count":2,"area":null},{"id":"2501.01132","title":"Missing Data as Augmentation in the Earth Observation Domain: A Multi-View Learning Approach","created":"2025-01-02","cited_by_count":2,"area":null},{"id":"2503.05183","title":"Spectral-Spatial Extraction through Layered Tensor Decomposition for Hyperspectral Anomaly Detection","created":"2025-03-07","cited_by_count":2,"area":null},{"id":"2503.23453","title":"Semantic-Spatial Feature Fusion with Dynamic Graph Refinement for Remote Sensing Image Captioning","created":"2025-03-30","cited_by_count":2,"area":null},{"id":"2504.19136","title":"PAD: Phase-Amplitude Decoupling Fusion for Multi-Modal Land Cover Classification","created":"2025-04-27","cited_by_count":2,"area":null},{"id":"2601.07856","title":"Feature Entanglement-based Quantum Multimodal Fusion Neural Network","created":"2026-01-09","cited_by_count":2,"area":null},{"id":"2603.29630","title":"BigEarthNet.txt: A Large-Scale Multi-Sensor Image-Text Dataset and Benchmark for Earth Observation","created":"2026-03-31","cited_by_count":2,"area":null},{"id":"2111.03845","title":"Multi-modal land cover mapping of remote sensing images using pyramid attention and gated fusion networks","created":"2021-11-06","cited_by_count":1,"area":null},{"id":"2201.06321","title":"Landscape of Neural Architecture Search across sensors: how much do they differ ?","created":"2022-01-17","cited_by_count":1,"area":null},{"id":"2204.07713","title":"GAUSS: Guided Encoder-Decoder Architecture for Hyperspectral Unmixing with Spatial Smoothness","created":"2022-04-16","cited_by_count":1,"area":null},{"id":"2301.00740","title":"P3DC-Shot: Prior-Driven Discrete Data Calibration for Nearest-Neighbor Few-Shot Classification","created":"2023-01-02","cited_by_count":1,"area":null},{"id":"2304.00495","title":"Multimodal Hyperspectral Image Classification via Interconnected Fusion","created":"2023-04-02","cited_by_count":1,"area":null},{"id":"2310.00740","title":"Top-down Green-ups: Satellite Sensing and Deep Models to Predict Buffelgrass Phenology","created":"2023-10-01","cited_by_count":1,"area":null},{"id":"2403.16582","title":"In the Search for Optimal Multi-view Learning Models for Crop Classification with Global Remote Sensing Data","created":"2024-03-25","cited_by_count":1,"area":null},{"id":"2404.05258","title":"Unsupervised Band Selection Using Fused HSI and LiDAR Attention Integrating With Autoencoder","created":"2024-04-08","cited_by_count":1,"area":null},{"id":"2404.11776","title":"3D object quality prediction for Metal Jet Printer with Multimodal thermal encoder","created":"2024-04-17","cited_by_count":1,"area":null},{"id":"2410.11046","title":"SGUQ: Staged Graph Convolution Neural Network for Alzheimer's Disease Diagnosis using Multi-Omics Data","created":"2024-10-14","cited_by_count":1,"area":null},{"id":"2411.02112","title":"Multi-modal biometric authentication: Leveraging shared layer architectures for enhanced security","created":"2024-11-04","cited_by_count":1,"area":null},{"id":"2411.08703","title":"MVKTrans: Multi-View Knowledge Transfer for Robust Multiomics Classification","created":"2024-11-13","cited_by_count":1,"area":null},{"id":"2503.21820","title":"UFM: Unified Feature Matching Pre-training with Multi-Modal Image Assistants","created":"2025-03-26","cited_by_count":1,"area":null},{"id":"2507.01032","title":"An Uncertainty-Aware Dynamic Decision Framework for Progressive Multi-Omics Integration in Classification Tasks","created":"2025-06-20","cited_by_count":1,"area":null},{"id":"2509.11102","title":"Filling the Gaps: A Multitask Hybrid Multiscale Generative Framework for Missing Modality in Remote Sensing Semantic Segmentation","created":"2025-09-14","cited_by_count":1,"area":null},{"id":"2601.00123","title":"A Spatially Masked Adaptive Gated Network for multimodal post-flood water extent mapping using SAR and incomplete multispectral data","created":"2025-12-31","cited_by_count":1,"area":null},{"id":"2603.02505","title":"SGMA: Semantic-Guided Modality-Aware Segmentation for Remote Sensing with Incomplete Multimodal Data","created":"2026-03-03","cited_by_count":1,"area":null},{"id":"2603.08491","title":"Global Cross-Modal Geo-Localization: A Million-Scale Dataset and a Physical Consistency Learning Framework","created":"2026-03-09","cited_by_count":1,"area":null},{"id":"2604.27323","title":"Representative Spectral Correlation Network for Multi-source Remote Sensing Image Classification","created":"2026-04-30","cited_by_count":1,"area":null},{"id":"2103.01449","title":"Interpretable Hyperspectral AI: When Non-Convex Modeling meets Hyperspectral Remote Sensing","created":"2021-03-02","cited_by_count":0,"area":null},{"id":"2105.04430","title":"An Enhanced Randomly Initialized Convolutional Neural Network for Columnar Cactus Recognition in Unmanned Aerial Vehicle Imagery","created":"2021-05-10","cited_by_count":0,"area":null},{"id":"2106.12226","title":"Spatio-Temporal SAR-Optical Data Fusion for Cloud Removal via a Deep Hierarchical Model","created":"2021-06-23","cited_by_count":0,"area":null},{"id":"2106.12489","title":"Multi-modal and frequency-weighted tensor nuclear norm for hyperspectral image denoising","created":"2021-06-23","cited_by_count":0,"area":null},{"id":"2109.09020","title":"Multimodal Classification: Current Landscape, Taxonomy and Future Directions","created":"2021-09-18","cited_by_count":0,"area":null},{"id":"2112.00250","title":"Shallow Network Based on Depthwise Over-Parameterized Convolution for Hyperspectral Image Classification","created":"2021-12-01","cited_by_count":0,"area":null},{"id":"2208.02613","title":"Semantic Interleaving Global Channel Attention for Multilabel Remote Sensing Image Classification","created":"2022-08-04","cited_by_count":0,"area":null},{"id":"2304.04964","title":"A priori compression of convolutional neural networks for wave simulators","created":"2023-04-11","cited_by_count":0,"area":null},{"id":"2306.16759","title":"Boosting the Generalization Ability for Hyperspectral Image Classification using Spectral-spatial Axial Aggregation Transformer","created":"2023-06-29","cited_by_count":0,"area":null},{"id":"2309.15372","title":"Seeing Beyond the Patch: Scale-Adaptive Semantic Segmentation of High-resolution Remote Sensing Imagery based on Reinforcement Learning","created":"2023-09-27","cited_by_count":0,"area":null},{"id":"2310.07223","title":"Bidirectional recurrent imputation and abundance estimation of LULC classes with MODIS multispectral time series and geo-topographic and climatic data","created":"2023-10-11","cited_by_count":0,"area":null},{"id":"2311.10320","title":"Boosting Multimodal Remote Sensing Image Classification with Transformer-based Heterogeneously Salient Graph Representation","created":"2023-11-17","cited_by_count":0,"area":null},{"id":"2312.08933","title":"Multi-Modal Learning-based Reconstruction of High-Resolution Spatial Wind Speed Fields","created":"2023-12-14","cited_by_count":0,"area":null},{"id":"2312.10872","title":"Evaluating the Role of Training Data Origin for Country-Scale Cropland Mapping in Data-Scarce Regions: A Case Study of Nigeria","created":"2023-12-18","cited_by_count":0,"area":null},{"id":"2412.00302","title":"HSLiNets: Hyperspectral Image and LiDAR Data Fusion Using Efficient Dual Non-Linear Feature Learning Networks","created":"2024-11-30","cited_by_count":0,"area":null},{"id":"2502.14495","title":"Nearshore Underwater Target Detection Meets UAV-borne Hyperspectral Remote Sensing: A Novel Hybrid-level Contrastive Learning Framework and Benchmark Dataset","created":"2025-02-20","cited_by_count":0,"area":null},{"id":"2502.19674","title":"Reliable Multimodal Learning Via Multi-Level Adaptive DeConfusion","created":"2025-02-27","cited_by_count":0,"area":null}],"next_cursor":"100"}