Research map / 3D vision / Depth and stereo
Dichromatic Model Based Temporal Color Constancy for AC Light Sources
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use temporal dichromatic planes from sinusoidally varying pixels with MAP illuminant estimation instead of ICC | Color constancy on specular videos · Specular videos (150 fps) | mean angular error: 3.78 -> 2.47 | Helped |
| Use temporal dichromatic planes from sinusoidally varying pixels with MAP illuminant estimation instead of Shades of gray | Color constancy on non-specular videos · Non-specular videos (150 fps) | mean angular error: 3.82 -> 2.58 | Helped |
| Use the proposed plane-based temporal estimator instead of the temporal dichromatic method | Color constancy on specular high-speed videos · Specular high-speed videos (150 fps) | mean angular error: 5.42 -> 2.47 | Helped |
| Use the proposed plane-based temporal estimator instead of the temporal dichromatic method | Color constancy on non-specular high-speed videos · Non-specular high-speed videos (150 fps) | mean angular error: 6.55 -> 2.58 | Helped |
| Reduce capture frame rate below 100 fps (ablation) | Proposed temporal color constancy method · High-speed videos at varying frame rates | angular error | Hurt |
| Increase capture frame rate above 200 fps (ablation) | Proposed temporal color constancy method · High-speed videos at varying frame rates | angular error | No clear effect |
| Increase the number of temporal observations (ablation) | Proposed temporal color constancy method · High-speed videos at 150 fps | angular error | Helped |
Closest papers by meaning
- A Multi-Hypothesis Approach to Color Constancy (CVPR 2020 · similarity 0.88)
- Fast Fourier Color Constancy (CVPR 2017 · similarity 0.86)
- Attentive Illumination Decomposition Model for Multi-Illuminant White Balancing (CVPR 2024 · similarity 0.83)
- GCC: Generative Color Constancy via Diffusing a Color Checker (CVPR 2025 · similarity 0.83)
- Integral Fast Fourier Color Constancy (CVPR 2025 · similarity 0.83)
- NightCC: Nighttime Color Constancy via Adaptive Channel Masking (CVPR 2024 · similarity 0.82)
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