Here I mainly list the deep learning-based remote sensing image super-resolution methods.
| Year | Title | Model | Published | Code | Keywords |
|---|---|---|---|---|---|
| 2017 | Super-Resolution for Remote Sensing Images via Local–Global Combined Network | LGCNet | IEEE GRSL | - | SISR, multi-scale features |
| 2017 | Video Satellite Imagery Super Resolution via Convolutional Neural Networks | - | IEEE GRSL | - | Video SR |
| 2018 | A New Deep Generative Network for Unsupervised Remote Sensing Single-Image Super-Resolution | - | IEEE TGRS | - | Unsupervised SR |
| 2018 | Deep Distillation Recursive Network for Remote Sensing Imagery Super-Resolution | DDRN | RS | - | - |
| 2018 | Aerial Image Super Resolution via Wavelet Multiscale Convolutional Neural Networks | WMCNN | IEEE GRSL | - | SISR, Wavelet decomposition |
| 2020 | Coupled Adversarial Training for Remote Sensing Image Super-Resolution | CDGAN | IEEE TGRS | - | SISR, GAN, coupled discrimator |
| 2020 | A Unified Network for Arbitrary Scale Super-Resolution of Video Satellite Images | ASSR | IEEE TGRS | - | Video SR, arbitrary scale, 3D conv |
| 2021 | Hybrid-Scale Self-Similarity Exploitation for Remote Sensing Image Super-Resolution | HSENet | IEEE TGRS | code | SISR, non-local, hybrid-scale self-similarity |
| 2021 | Deep-Learning-Based Super-Resolution of Video Satellite Imagery by the Coupling of Multiframe and Single-Frame Models | EGVSR | IEEE TGRS | - | Video SR, edge-guided |
| 2021 | RRSGAN: Reference-Based Super-Resolution for Remote Sensing Image | RRSGAN | IEEE TGRS | code | RefSR, GAN |
| 2021 | Collaborative Network for Super-Resolution and Semantic Segmentation of Remote Sensing Images | ColNet | IEEE TGRS | - | SISR, multi-task learning, semantic segmentation |
| 2021 | Satellite Video Super-Resolution via Multiscale Deformable Convolution Alignment and Temporal Grouping Projection | - | IEEE TGRS | - | Video SR |
| 2021 | Single-Image Super-Resolution for Remote Sensing Images Using a Deep Generative Adversarial Network With Local and Global Attention Mechanisms | - | IEEE TGRS | - | SISR, GAN, attention |
| 2021 | Target-Guided Feature Super-Resolution for Vehicle Detection in Remote Sensing Images | - | IEEE GRSL | - | feature SR, multi-task |
| 2021 | Hierarchical Feature Aggregation and Self-Learning Network for Remote Sensing Image Continuous-Scale Super-Resolution | RSI-HFAS | IEEE GRSL | code | SISR, arbitrary scale, hierarchical feature |
| 2021 | Remote Sensing Image Super-Resolution via Residual Aggregation and Split Attentional Fusion Network | RASAF | IEEE JSTAR | - | SISR, split attention |
| 2021 | ESPC_NASUnet: An End-to-End Super-Resolution Semantic Segmentation Network for Mapping Buildings From Remote Sensing Images | ESPC-NASUnet | IEEE JSTAR | - | multi-task |
| 2022 | Transformer-based Multi-Stage Enhancement for Remote Sensing Image Super-Resolution | TransENet | IEEE TGRS | code | SISR, transformer, multi-stage |
| 2022 | Real-world remote sensing image super-resolution via a practical degradation model and a kernel-aware network | - | ISPRS | - | RealSR, VAE, kernel prediction, kernel-aware network |
| 2022 | Large-factor Super-resolution of Remote Sensing Images with Spectra-guided Generative Adversarial Networks | SpecGAN | IEEE TGRS | code | Large-scale SR, Spectra-guided, GAN |
| 2022 | FeNet: Feature Enhancement Network for Lightweight Remote-Sensing Image Super-Resolution | - | IEEE TGRS | code | Lightweight SR |
| 2022 | Multiattention Generative Adversarial Network for Remote Sensing Image Super-Resolution | - | IEEE TGRS | - | SISR, GAN, multi-attention |
| 2022 | A Deep Multitask Convolutional Neural Network for Remote Sensing Image Super-Resolution and Colorization | - | IEEE TGRS | - | multi-task |
| 2022 | Dual Learning-Based Graph Neural Network for Remote Sensing Image Super-Resolution | - | IEEE TGRS | code | SISR |
| 2022 | From Artifact Removal to Super-Resolution | - | IEEE TGRS | - | - |
| 2022 | Multilayer Degradation Representation-Guided Blind Super-Resolution for Remote Sensing Images | - | IEEE TGRS | code | Blind SR |
| 2022 | Deep Joint Estimation Network for Satellite Video Super-Resolution With Multiple Degradations | - | IEEE TGRS | - | Video SR, Blind SR |
| 2022 | Contextual Transformation Network for Lightweight Remote-Sensing Image Super-Resolution | - | IEEE TGRS | code | Lightweight SR |
| 2022 | Remote Sensing Image Super-Resolution via Dual-Resolution Network Based on Connected Attention Mechanism | - | IEEE TGRS | - | SISR, connected attention |
| 2022 | Multiframe Video Satellite Image Super-Resolution via Attention-Based Residual Learning | - | IEEE TGRS | - | Video SR, attention |
| 2022 | SWCGAN: Generative Adversarial Network Combining Swin Transformer and CNN for Remote Sensing Image Super-Resolution | SWCGAN | IEEE JSTAR | - | GAN, swin transformer |
| 2023 | Lightweight Stepless Super-Resolution of Remote Sensing Images via Saliency-Aware Dynamic Routing Strategy | SalDRN | IEEE TGRS | code | Lightweight SR, saliency, dynamic routing |
| 2023 | A CNN-Based Sentinel-2 Image Super-Resolution Method Using Multiobjective Training | - | IEEE TGRS | - | SISR |
| 2023 | Learning Dynamic Scale Awareness and Global Implicit Functions for Continuous-Scale Super-Resolution of Remote Sensing Images | SADN | IEEE TGRS | code | SISR, continuous-scale, implicit function |
| 2023 | Continuous Remote Sensing Image Super-Resolution Based on Context Interaction in Implicit Function Space | FunSR | IEEE TGRS | code | SISR, continuous-scale, implicit function, context interaction |
| 2023 | Hybrid Attention-Based U-Shaped Network for Remote Sensing Image Super-Resolution | HAUNet | IEEE TGRS | code | SISR, hybrid attention |
| 2023 | Deep Blind Super-Resolution for Satellite Video | - | IEEE TGRS | code | Video SR, blind SR |
| 2023 | A Progressive Feature Enhancement Deep Network for Large-Scale Remote Sensing Image Superresolution | - | IEEE TGRS | - | Large-scale SR, progressive feature enhancement |
| 2023 | Enhancing Remote Sensing Image Super-Resolution with Efficient Hybrid Conditional Diffusion Model | - | RS | - | SISR, diffusion model |
| 2023 | Hybrid-Scale Hierarchical Transformer for Remote Sensing Image Super-Resolution | - | RS | - | SISR, transformer, hybrid-scale |
| 2023 | Remote Sensing Image Super-Resolution With Residual Split Attention Mechanism | - | IEEE JSTAR | - | SISR, split attention |