Research map / Image generation / Image restoration
When Color Constancy Goes Wrong: Correcting Improperly White-Balanced Images
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use the data-driven nearest-neighbor color mapping instead of diagonal WB correction on linearized sRGB | Improperly white-balanced images · Intrinsic set (Set 1) | MSE (Mean): 130.01 -> 77.79 | Helped |
| Use the data-driven nearest-neighbor color mapping instead of diagonal WB correction on linearized sRGB | Improperly white-balanced images · Intrinsic set (Set 1) | MAE (Mean): 4.29° -> 3.06° | Helped |
| Use the data-driven nearest-neighbor color mapping instead of diagonal WB correction on linearized sRGB | Improperly white-balanced images · Intrinsic set (Set 1) | ΔE 2000 (Mean): 4.59 -> 3.58 | Helped |
| Use the data-driven nearest-neighbor color mapping instead of diagonal WB correction on linearized sRGB | Improperly white-balanced images · Extrinsic set (Set 2) | MSE (Mean): 385.23 -> 171.09 | Helped |
| Use the data-driven nearest-neighbor color mapping instead of diagonal WB correction on linearized sRGB | Improperly white-balanced images · Extrinsic set (Set 2) | MAE (Mean): 7.22° -> 4.48° | Helped |
| Use the data-driven nearest-neighbor color mapping instead of diagonal WB correction on linearized sRGB | Improperly white-balanced images · Extrinsic set (Set 2) | ΔE 2000 (Mean): 8.15 -> 5.60 | Helped |
Closest papers by meaning
- White-Balance First, Adjust Later: Cross-Camera Color Constancy via Vision-Language Evaluation (CVPR 2026 · similarity 0.90)
- Attentive Illumination Decomposition Model for Multi-Illuminant White Balancing (CVPR 2024 · similarity 0.87)
- ABC-Former: Auxiliary Bimodal Cross-domain Transformer with Interactive Channel Attention for White Balance (CVPR 2025 · similarity 0.85)
- GCC: Generative Color Constancy via Diffusing a Color Checker (CVPR 2025 · similarity 0.85)
- HVDualformer: Histogram-Vision Dual Transformer for White Balance (AAAI 2025 · similarity 0.85)
- Color Shift Estimation-and-Correction for Image Enhancement (CVPR 2024 · similarity 0.84)
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