Research map / Label-efficient and robust learning / Recognition and long-tail
Exposure Normalization and Compensation for Multiple-Exposure Correction
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add Instance Normalization to align exposure features (ablation) | SID with ENC · SICE | PSNR: 19.45 -> 20.07 | Helped |
| Add normalization distilling loss (ablation) | SID with ENC · SICE | PSNR: 20.07 -> 20.16 | Helped |
| Add exposure distilling loss (ablation) | SID with ENC · SICE | PSNR: 20.24 -> 20.37 | Helped |
| Add parameter regularization when fine-tuning the worst-performing exposure (ablation) | DRBN-ENC-4 · SICE underexposure | PSNR: 7.92 -> 21.77 | Helped |
| Add parameter regularization when fine-tuning the worst-performing exposure (ablation) | DRBN-ENC-4 · SICE overexposure | PSNR: 19.96 -> 19.57 | Hurt |
| Add ENC to DRBN | DRBN · ME average | PSNR: 19.52 -> 22.12 | Helped |
Closest papers by meaning
- Region-Aware Exposure Consistency Network for Mixed Exposure Correction (AAAI 2024 · similarity 0.91)
- Color Shift Estimation-and-Correction for Image Enhancement (CVPR 2024 · similarity 0.85)
- Hybrid-Supervised Dual-Search: Leveraging Automatic Learning for Loss-Free Multi-Exposure Image Fusion (AAAI 2024 · similarity 0.84)
- ECMamba: Consolidating Selective State Space Model with Retinex Guidance for Efficient Multiple Exposure Correction (NeurIPS 2024 · similarity 0.84)
- CLIP-RestoreX: Restore Image Structure and Perception in Exposure Correction (AAAI 2025 · similarity 0.84)
- Real-Time Exposure Correction via Collaborative Transformations and Adaptive Sampling (CVPR 2024 · similarity 0.84)
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