Research map / Image generation / Image restoration
Fast Haze Removal for Nighttime Image Using Maximum Reflectance Prior
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Apply the maximum reflectance prior to estimate nighttime ambient illumination and remove haze | MRP · Middlebury 2005 synthetic nighttime hazy images | PSNR: 13.89 -> 16.88 | Helped |
| Apply the maximum reflectance prior to estimate nighttime ambient illumination and remove haze | MRP · Middlebury 2005 synthetic nighttime hazy images | SSIM: 0.9938 -> 0.9966 | Helped |
| Use MRP instead of Zhang et al.'s nighttime dehazing method | Nighttime dehazing · Middlebury 2005 synthetic nighttime hazy images | PSNR: 15.99 -> 16.88 | Helped |
| Use MRP instead of Li et al.'s nighttime dehazing method | Nighttime dehazing · Middlebury 2005 synthetic nighttime hazy images | PSNR: 15.74 -> 16.88 | Helped |
| Estimate illumination color and intensity simultaneously rather than sequentially (ablation) | MRP · Middlebury 2005 synthetic nighttime hazy images | PSNR: 16.88 -> 14.43 | Hurt |
| Estimate illumination color and intensity simultaneously rather than sequentially (ablation) | MRP · Middlebury 2005 synthetic nighttime hazy images | SSIM: 0.9966 -> 0.9950 | Hurt |
| Use MRP-Faster rather than Zhang et al.'s method | Nighttime dehazing · Similar-sized image | runtime: 20 seconds -> 0.3 seconds | Helped |
| Use MRP-Faster rather than Li et al.'s method | Nighttime dehazing · Similar-sized image | runtime: more than 30 seconds -> 0.3 seconds | Helped |
Closest papers by meaning
- PRISM: Rethinking Atmospheric Scattering Reconstruction as a Unified Understanding and Restoration Model for Real-world Dehazing (NeurIPS 2026 · similarity 0.86)
- NightHaze: Nighttime Image Dehazing via Self-Prior Learning (AAAI 2025 · similarity 0.85)
- VQCNIR: Clearer Night Image Restoration with Vector-Quantized Codebook (AAAI 2024 · similarity 0.84)
- Rethinking Nighttime Image Deraining via Learnable Color Space Transformation (NeurIPS 2025 · similarity 0.84)
- Recasting Regional Lighting for Shadow Removal (AAAI 2024 · similarity 0.83)
- PEIE: Physics Embedded Illumination Estimation for Adaptive Dehazing (AAAI 2025 · similarity 0.83)
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