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Effective Snapshot Compressive-Spectral Imaging via Deep Denoising and Total Variation Priors
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Combine FFDNet with 2DTV using weighted denoising | PnP-GAP SCI reconstruction · Toy | PSNR (dB): 25.26 -> 29.35 | Helped |
| Combine FFDNet with 2DTV using weighted denoising | PnP-GAP SCI reconstruction · Bird | PSNR (dB): 37.58 -> 39.73 | Helped |
| Combine FFDNet with 2DTV using weighted denoising | PnP-GAP SCI reconstruction · CAVE | PSNR (dB): 30.70 -> 34.46 | Helped |
| Combine FFDNet with 2DTV using weighted denoising | PnP-GAP SCI reconstruction · Toy | SSIM: 0.8630 -> 0.9249 | Helped |
| Combine FFDNet with 2DTV using weighted denoising | PnP-GAP SCI reconstruction · Bird | SSIM: 0.9361 -> 0.9559 | Helped |
| Combine FFDNet with 2DTV using weighted denoising | PnP-GAP SCI reconstruction · CAVE | SSIM: 0.8812 -> 0.9318 | Helped |
| Use 3DTV instead of 2DTV in the combined denoiser (ablation) | PnP-GAP SCI reconstruction · CAVE | PSNR (dB): 34.46 -> 34.79 | Helped |
| Use 3DTV instead of 2DTV in the combined denoiser (ablation) | PnP-GAP SCI reconstruction · Bird | PSNR (dB): 39.73 -> 31.30 | Hurt |
| Use 3DTV instead of 2DTV in the combined denoiser (ablation) | PnP-GAP SCI reconstruction · Toy | PSNR (dB): 29.35 -> 28.86 | Hurt |
Closest papers by meaning
- DiffSCI: Zero-Shot Snapshot Compressive Imaging via Iterative Spectral Diffusion Model (CVPR 2024 · similarity 0.91)
- Untrained Neural Nets for Snapshot Compressive Imaging: Theory and Algorithms (NeurIPS 2024 · similarity 0.91)
- Deep Gaussian Scale Mixture Prior for Spectral Compressive Imaging (CVPR 2021 · similarity 0.90)
- Binarized Spectral Compressive Imaging (NeurIPS 2023 · similarity 0.90)
- Spectral Compressive Imaging via Chromaticity-Intensity Decomposition (NeurIPS 2025 · similarity 0.88)
- Dual Prior Unfolding for Snapshot Compressive Imaging (CVPR 2024 · similarity 0.88)
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