| MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction | Apr 17, 2022 | Image RestorationSpectral Reconstruction | CodeCode Available | 5 | 5 |
| Mask-guided Spectral-wise Transformer for Efficient Hyperspectral Image Reconstruction | Nov 15, 2021 | Compressive SensingImage Reconstruction | CodeCode Available | 3 | 5 |
| Hierarchical Regression Network for Spectral Reconstruction from RGB Images | May 10, 2020 | Decoderregression | CodeCode Available | 1 | 5 |
| HINet: Half Instance Normalization Network for Image Restoration | May 13, 2021 | DeblurringDenoising | CodeCode Available | 1 | 5 |
| UnMix-NeRF: Spectral Unmixing Meets Neural Radiance Fields | Jun 27, 2025 | Hyperspectral UnmixingMaterial Segmentation | CodeCode Available | 1 | 5 |
| Learning Enriched Features for Real Image Restoration and Enhancement | Mar 15, 2020 | DenoisingImage Denoising | CodeCode Available | 1 | 5 |
| Improving Spectral Snapshot Reconstruction with Spectral-Spatial Rectification | Jan 1, 2024 | Spectral Reconstruction | CodeCode Available | 1 | 5 |
| AdaptiveWeighted Attention Network with Camera Spectral Sensitivity Prior for Spectral Reconstruction from RGB Images | May 19, 2020 | SensitivitySpectral Reconstruction | CodeCode Available | 1 | 5 |
| StyleMelGAN: An Efficient High-Fidelity Adversarial Vocoder with Temporal Adaptive Normalization | Nov 3, 2020 | Spectral Reconstructiontext-to-speech | CodeCode Available | 1 | 5 |
| Spec-NeRF: Multi-spectral Neural Radiance Fields | Sep 14, 2023 | NeRFSpectral Reconstruction | CodeCode Available | 1 | 5 |
| Semantic-embedded Unsupervised Spectral Reconstruction from Single RGB Images in the Wild | Aug 15, 2021 | Image ReconstructionSpectral Reconstruction | CodeCode Available | 1 | 5 |
| Restormer: Efficient Transformer for High-Resolution Image Restoration | Nov 18, 2021 | Color Image DenoisingDeblurring | CodeCode Available | 1 | 5 |
| Deep Amended Gradient Descent for Efficient Spectral Reconstruction from Single RGB Images | Aug 12, 2021 | Spectral Reconstruction | CodeCode Available | 1 | 5 |
| Residual Degradation Learning Unfolding Framework with Mixing Priors across Spectral and Spatial for Compressive Spectral Imaging | Nov 13, 2022 | Spectral Reconstruction | CodeCode Available | 1 | 5 |
| ADJUST: A Dictionary-Based Joint Reconstruction and Unmixing Method for Spectral Tomography | Dec 21, 2021 | 3D ReconstructionComputed Tomography (CT) | CodeCode Available | 1 | 5 |
| Real-time Hyperspectral Imaging in Hardware via Trained Metasurface Encoders | Apr 5, 2022 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| An efficient CNN for spectral reconstruction from RGB images | Apr 12, 2018 | Image Super-ResolutionSpectral Reconstruction | CodeCode Available | 1 | 5 |
| Dual Prior Unfolding for Snapshot Compressive Imaging | Jan 1, 2024 | DenoisingSpectral Reconstruction | CodeCode Available | 1 | 5 |
| Multi-Stage Progressive Image Restoration | Feb 4, 2021 | DeblurringDecoder | CodeCode Available | 1 | 5 |
| End-to-End Low Cost Compressive Spectral Imaging with Spatial-Spectral Self-Attention | Aug 1, 2020 | DecoderSpectral Reconstruction | CodeCode Available | 1 | 5 |
| Enhanced Deep Residual Networks for Single Image Super-Resolution | Jul 10, 2017 | Image Super-ResolutionSpectral Reconstruction | CodeCode Available | 1 | 5 |
| GMSR:Gradient-Guided Mamba for Spectral Reconstruction from RGB Images | May 13, 2024 | Computational EfficiencyMamba | CodeCode Available | 1 | 5 |
| MP-HSIR: A Multi-Prompt Framework for Universal Hyperspectral Image Restoration | Mar 12, 2025 | Image RestorationSpectral Reconstruction | CodeCode Available | 1 | 5 |
| Spectral Synthesis for Satellite-to-Satellite Translation | Oct 12, 2020 | Cloud DetectionImage-to-Image Translation | CodeCode Available | 1 | 5 |
| NTIRE 2020 Challenge on Spectral Reconstruction from an RGB Image | May 7, 2020 | Spectral Reconstruction | CodeCode Available | 0 | 5 |
| Synthetic Hyperspectral Array Video Database with Applications to Cross-Spectral Reconstruction and Hyperspectral Video Coding | Jan 18, 2023 | DiversityImage Reconstruction | CodeCode Available | 0 | 5 |
| Audio Spectral Enhancement: Leveraging Autoencoders for Low Latency Reconstruction of Long, Lossy Audio Sequences | Aug 8, 2021 | Audio CompressionQuantization | CodeCode Available | 0 | 5 |
| Coarse-to-Fine Sparse Transformer for Hyperspectral Image Reconstruction | Mar 9, 2022 | Compressive SensingImage Reconstruction | CodeCode Available | 0 | 5 |
| Deep Low-Dimensional Spectral Image Representation for Compressive Spectral Reconstruction | Nov 15, 2021 | Spectral Reconstruction | CodeCode Available | 0 | 5 |
| Degradation-Aware Unfolding Half-Shuffle Transformer for Spectral Compressive Imaging | May 20, 2022 | Compressive SensingImage Reconstruction | CodeCode Available | 0 | 5 |
| HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging | Mar 4, 2022 | Compressive SensingImage Reconstruction | CodeCode Available | 0 | 5 |
| Hybrid Spatial-spectral Neural Network for Hyperspectral Image Denoising | Jun 13, 2024 | DenoisingHyperspectral Image Denoising | CodeCode Available | 0 | 5 |
| Learned Regularization for Inverse Problems: Insights from a Spectral Model | Dec 15, 2023 | Spectral Reconstruction | CodeCode Available | 0 | 5 |
| Light Weight Residual Dense Attention Net for Spectral Reconstruction from RGB Images | Apr 15, 2020 | Object RecognitionSpectral Reconstruction | CodeCode Available | 0 | 5 |
| Model-Guided Network with Cluster-Based Operators for Spatio-Spectral Super-Resolution | May 30, 2025 | Spectral ReconstructionSpectral Super-Resolution | CodeCode Available | 0 | 5 |
| RDFNet: Regional Dynamic FISTA-Net for Spectral Snapshot Compressive Imaging | Feb 6, 2023 | Spectral Reconstruction | CodeCode Available | 0 | 5 |
| Reconstructing spectral functions via automatic differentiation | Nov 29, 2021 | Spectral Reconstruction | CodeCode Available | 0 | 5 |
| Spectral Reconstruction and Disparity from Spatio-Spectrally Coded Light Fields via Multi-Task Deep Learning | Mar 18, 2021 | compressed sensingDisparity Estimation | CodeCode Available | 0 | 5 |
| HSCNN: A Hybrid-Siamese Convolutional Neural Network for Extremely Imbalanced Multi-label Text Classification | Nov 1, 2020 | General ClassificationMulti Label Text Classification | —Unverified | 0 | 0 |
| TriDo-Former: A Triple-Domain Transformer for Direct PET Reconstruction from Low-Dose Sinograms | Aug 10, 2023 | DenoisingImage Reconstruction | —Unverified | 0 | 0 |
| GLMHA A Guided Low-rank Multi-Head Self-Attention for Efficient Image Restoration and Spectral Reconstruction | Oct 1, 2024 | DeblurringImage Restoration | —Unverified | 0 | 0 |
| FRN: Fractal-Based Recursive Spectral Reconstruction Network | May 21, 2025 | Spectral Reconstruction | —Unverified | 0 | 0 |
| Multispectral Imaging with Fresnel Lens | Oct 5, 2023 | Deep LearningSpectral Reconstruction | —Unverified | 0 | 0 |
| Efficient and Accurate Hyperspectral Image Demosaicing with Neural Network Architectures | Dec 21, 2023 | DemosaickingSpectral Reconstruction | —Unverified | 0 | 0 |
| Neural network-based on-chip spectroscopy using a scalable plasmonic encoder | Dec 1, 2020 | Spectral Reconstruction | —Unverified | 0 | 0 |
| Accurate Spectral Super-resolution from Single RGB Image Using Multi-scale CNN | Jun 10, 2018 | Spectral ReconstructionSpectral Super-Resolution | —Unverified | 0 | 0 |
| One-shot neural band selection for spectral recovery | May 16, 2023 | Spectral Reconstruction | —Unverified | 0 | 0 |
| Physically Plausible Spectral Reconstruction from RGB Images | Jan 2, 2020 | Spectral Reconstruction | —Unverified | 0 | 0 |
| Tuning IR-cut Filter for Illumination-aware Spectral Reconstruction from RGB | Mar 26, 2021 | Spectral Reconstruction | —Unverified | 0 | 0 |
| Deeply Learned Filter Response Functions for Hyperspectral Reconstruction | Jun 1, 2018 | Spectral Reconstruction | —Unverified | 0 | 0 |