Research map / Image generation / Image restoration
Memory-Augmented Deep Conditional Unfolding Network for Pan-Sharpening
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use MDCUN instead of SRPPNN | Pan-sharpening · WorldView II | PSNR: 41.4538 -> 41.9269 | Helped |
| use MDCUN instead of SRPPNN | Pan-sharpening · WorldView III | PSNR: 30.4346 -> 30.5668 | Helped |
| use MDCUN instead of SRPPNN | Pan-sharpening · GaoFen2 | PSNR: 47.1998 -> 47.2023 | Helped |
| add memory components across stages (ablation) | MDCUN · WorldView II | PSNR: 41.8464 -> 41.9269 | Helped |
| add the D prior (ablation) | MDCUN · WorldView II | PSNR: 41.8156 -> 41.9269 | Helped |
| add the N prior (ablation) | MDCUN · WorldView II | PSNR: 41.8036 -> 41.9269 | Helped |
| add both D prior and N prior (ablation) | MDCUN · WorldView II | PSNR: 36.2105 -> 41.9269 | Helped |
| remove inter-stage parameter sharing (ablation) | MDCUN · WorldView II | PSNR: 41.9269 -> 41.8951 | Hurt |
| remove intra-stage parameter sharing while keeping inter-stage sharing (ablation) | MDCUN · WorldView II | PSNR: 41.9269 -> 42.0412 | Helped |
| increase the number of unfolded stages from 1 to 4 (ablation) | MDCUN · WorldView II | PSNR: 41.6093 -> 41.9269 | Helped |
Closest papers by meaning
- SSUN-Net: Spatial-Spectral Prior-Aware Unfolding Network for Pan-Sharpening (AAAI 2025 · similarity 0.91)
- Unsupervised Pan-Sharpening via Mutually Guided Detail Restoration (AAAI 2024 · similarity 0.91)
- Deep Unfolded Network with Intrinsic Supervision for Pan-Sharpening (AAAI 2024 · similarity 0.89)
- Binarized Neural Network for Multi-spectral Image Fusion (CVPR 2025 · similarity 0.88)
- Progressive High-Frequency Reconstruction for Pan-Sharpening with Implicit Neural Representation (AAAI 2024 · similarity 0.88)
- Pan-LUT: Efficient Pan-sharpening via Learnable Look-Up Tables (NeurIPS 2025 · similarity 0.88)
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