Research map / Image generation / Image restoration
SNR-Aware Low-Light Image Enhancement
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| combine long-range transformer and short-range convolution branches (ablation) | SNR-Aware Low-Light Image Enhancement · LOL-v1 | PSNR: 16.27 -> 24.61 | Helped |
| add the short-range convolution branch (ablation) | SNR-Aware Low-Light Image Enhancement · LOL-v1 | PSNR: 23.06 -> 24.61 | Helped |
| add SNR-guided attention to the transformer-only variant (ablation) | SNR-Aware Low-Light Image Enhancement · LOL-v1 | PSNR: 20.67 -> 23.06 | Helped |
| add SNR-guided attention (ablation) | SNR-Aware Low-Light Image Enhancement · LOL-v1 | PSNR: 21.86 -> 24.61 | Helped |
Closest papers by meaning
- Make Lossy Compression Meaningful for Low-Light Images (AAAI 2024 · similarity 0.85)
- Zero-Shot Low-Light Image Enhancement via Latent Diffusion Models (AAAI 2025 · similarity 0.85)
- Enhancing Low-Light Images: A Synthetic Data Perspective on Practical and Generalizable Solutions (AAAI 2025 · similarity 0.85)
- Thermal-Aware Low-Light Image Enhancement: A Real-World Benchmark and a New Light-Weight Model (AAAI 2025 · similarity 0.84)
- Interpretable Unsupervised Joint Denoising and Enhancement for Real-World low-light Scenarios (ICLR 2025 · similarity 0.84)
- Multi-Domain Multi-Scale Diffusion Model for Low-Light Image Enhancement (AAAI 2024 · similarity 0.83)
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