Research map / Continual learning / Online and replay-based
Incremental Image De-raining via Associative Memory
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add Associative Memory to PreNet instead of PIGWM | PreNet · Rain100H (Rain100H-Rain100L) | PSNR: 28.08 -> 28.84 | Helped |
| Add Associative Memory to ID-cgan instead of PIGWM | ID-cgan · Rain800 (Rain800-Rain100L) | PSNR: 23.36 -> 24.02 | Helped |
| Add Associative Memory to ID-cgan instead of PIGWM | ID-cgan · Rain100H (Rain800-Rain100H) | PSNR: 11.16 -> 12.87 | Helped |
| Add Associative Memory to PreNet instead of PIGWM | PreNet · Rain1400 (Rain100H-Rain100L-Rain1400) | PSNR: 28.06 -> 29.23 | Helped |
| Add Associative Memory to REHEN instead of PIGWM | REHEN · SPA-Data test | PSNR: 34.83 -> 34.93 | Helped |
| Add heuristics mapping reconstruction to SASI (ablation) | SASI · Rain100H (Rain100H-Rain100L) | PSNR: 19.42 -> 29.14 | Helped |
| Add heuristics mapping reconstruction to SASI (ablation) | SASI · Rain100H (Rain100H-Rain100L) | SSIM: 0.673 -> 0.883 | Helped |
| Add parameter isolation to heuristics-enabled SASI (ablation) | SASI + Heuristics · Rain100H (Rain100H-Rain100L) | PSNR: 29.14 -> 30.05 | Helped |
| Add parameter isolation to heuristics-enabled SASI (ablation) | SASI + Heuristics · Rain100H (Rain100H-Rain100L) | SSIM: 0.883 -> 0.911 | Helped |
Closest papers by meaning
- Image De-Raining via Continual Learning (CVPR 2021 · similarity 0.90)
- Memory Oriented Transfer Learning for Semi-Supervised Image Deraining (CVPR 2021 · similarity 0.88)
- Continuous Adverse Weather Removal via Degradation-Aware Distillation (CVPR 2025 · similarity 0.86)
- Boosting Image De-Raining via Central-Surrounding Synergistic Convolution (AAAI 2025 · similarity 0.86)
- Harnessing Joint Rain-/Detail-aware Representations to Eliminate Intricate Rains (ICLR 2024 · similarity 0.86)
- Bidirectional Multi-Scale Implicit Neural Representations for Image Deraining (CVPR 2024 · similarity 0.85)
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