| MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction | Apr 17, 2022 | Image RestorationSpectral Reconstruction | CodeCode Available | 5 |
| Mask-guided Spectral-wise Transformer for Efficient Hyperspectral Image Reconstruction | Nov 15, 2021 | Compressive SensingImage Reconstruction | CodeCode Available | 3 |
| UnMix-NeRF: Spectral Unmixing Meets Neural Radiance Fields | Jun 27, 2025 | Hyperspectral UnmixingMaterial Segmentation | CodeCode Available | 1 |
| MP-HSIR: A Multi-Prompt Framework for Universal Hyperspectral Image Restoration | Mar 12, 2025 | Image RestorationSpectral Reconstruction | CodeCode Available | 1 |
| GMSR:Gradient-Guided Mamba for Spectral Reconstruction from RGB Images | May 13, 2024 | Computational EfficiencyMamba | CodeCode Available | 1 |
| Improving Spectral Snapshot Reconstruction with Spectral-Spatial Rectification | Jan 1, 2024 | Spectral Reconstruction | CodeCode Available | 1 |
| Dual Prior Unfolding for Snapshot Compressive Imaging | Jan 1, 2024 | DenoisingSpectral Reconstruction | CodeCode Available | 1 |
| Spec-NeRF: Multi-spectral Neural Radiance Fields | Sep 14, 2023 | NeRFSpectral Reconstruction | CodeCode Available | 1 |
| Residual Degradation Learning Unfolding Framework with Mixing Priors across Spectral and Spatial for Compressive Spectral Imaging | Nov 13, 2022 | Spectral Reconstruction | CodeCode Available | 1 |
| Real-time Hyperspectral Imaging in Hardware via Trained Metasurface Encoders | Apr 5, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| ADJUST: A Dictionary-Based Joint Reconstruction and Unmixing Method for Spectral Tomography | Dec 21, 2021 | 3D ReconstructionComputed Tomography (CT) | CodeCode Available | 1 |
| Restormer: Efficient Transformer for High-Resolution Image Restoration | Nov 18, 2021 | Color Image DenoisingDeblurring | CodeCode Available | 1 |
| Semantic-embedded Unsupervised Spectral Reconstruction from Single RGB Images in the Wild | Aug 15, 2021 | Image ReconstructionSpectral Reconstruction | CodeCode Available | 1 |
| Deep Amended Gradient Descent for Efficient Spectral Reconstruction from Single RGB Images | Aug 12, 2021 | Spectral Reconstruction | CodeCode Available | 1 |
| HINet: Half Instance Normalization Network for Image Restoration | May 13, 2021 | DeblurringDenoising | CodeCode Available | 1 |
| Multi-Stage Progressive Image Restoration | Feb 4, 2021 | DeblurringDecoder | CodeCode Available | 1 |
| StyleMelGAN: An Efficient High-Fidelity Adversarial Vocoder with Temporal Adaptive Normalization | Nov 3, 2020 | Spectral Reconstructiontext-to-speech | CodeCode Available | 1 |
| Spectral Synthesis for Satellite-to-Satellite Translation | Oct 12, 2020 | Cloud DetectionImage-to-Image Translation | CodeCode Available | 1 |
| End-to-End Low Cost Compressive Spectral Imaging with Spatial-Spectral Self-Attention | Aug 1, 2020 | DecoderSpectral Reconstruction | CodeCode Available | 1 |
| AdaptiveWeighted Attention Network with Camera Spectral Sensitivity Prior for Spectral Reconstruction from RGB Images | May 19, 2020 | SensitivitySpectral Reconstruction | CodeCode Available | 1 |
| Hierarchical Regression Network for Spectral Reconstruction from RGB Images | May 10, 2020 | Decoderregression | CodeCode Available | 1 |
| Learning Enriched Features for Real Image Restoration and Enhancement | Mar 15, 2020 | DenoisingImage Denoising | CodeCode Available | 1 |
| An efficient CNN for spectral reconstruction from RGB images | Apr 12, 2018 | Image Super-ResolutionSpectral Reconstruction | CodeCode Available | 1 |
| Enhanced Deep Residual Networks for Single Image Super-Resolution | Jul 10, 2017 | Image Super-ResolutionSpectral Reconstruction | CodeCode Available | 1 |
| SpectraLift: Physics-Guided Spectral-Inversion Network for Self-Supervised Hyperspectral Image Super-Resolution | Jul 17, 2025 | Hyperspectral Image Super-ResolutionImage Super-Resolution | —Unverified | 0 |
