Research map / Image generation / Image restoration
Burstormer: Burst Image Restoration and Enhancement Transformer
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add RBFE to the feature alignment stage (ablation) | Burstormer · SyntheticBurst ×4 | PSNR: +1.02 dB | Helped |
| Add NRFE burst fusion and upsampling modules (ablation) | Burstormer · SyntheticBurst ×4 | PSNR: +1.49 dB | Helped |
| Replace the baseline design with all proposed modules (ablation) | Burstormer · SyntheticBurst ×4 | PSNR: +5.67 dB | Helped |
| Use EDA instead of PCD alignment (ablation) | Burstormer · SyntheticBurst ×4 | PSNR: 0.79 dB | Helped |
| Use NRFE instead of PBFF for fusion (ablation) | Burstormer · SyntheticBurst ×4 | PSNR: 0.34 dB | Helped |
| Use Burstormer instead of BIPNet | Burst super-resolution · SyntheticBurst ×4 | PSNR: +0.9 dB | Helped |
| Use Burstormer instead of BIPNet | Burst super-resolution · BurstSR ×4 | PSNR: 0.33 dB | Helped |
| Use Burstormer instead of BIPNet | Burst low-light enhancement · SID Sony | PSNR: 0.47 dB | Helped |
| Use Burstormer instead of BIPNet | Grayscale burst denoising · Grayscale denoising, average across noise levels | PSNR: 0.75 dB | Helped |
| Use Burstormer instead of BIPNet | Color burst denoising · Color denoising, Gain ∝ 8 | PSNR: 0.57 dB | Helped |
Closest papers by meaning
- Burst Image Restoration and Enhancement (CVPR 2022 · similarity 0.93)
- QMambaBSR: Burst Image Super-Resolution with Query State Space Model (CVPR 2025 · similarity 0.85)
- Event-Enhanced Blurry Video Super-Resolution (AAAI 2025 · similarity 0.84)
- HDRFlow: Real-Time HDR Video Reconstruction with Large Motions (CVPR 2024 · similarity 0.83)
- Towards Real-World HDR Video Reconstruction: A Large-Scale Benchmark Dataset and A Two-Stage Alignment Network (CVPR 2024 · similarity 0.83)
- Towards Robust Event-guided Low-Light Image Enhancement: A Large-Scale Real-World Event-Image Dataset and Novel Approach (CVPR 2024 · similarity 0.82)
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