mlsanityData to 7 Oct 2026

Convolutional Color Constancy

arXiv 1507.00410 ↗First posted 2 Jul 2015cs.CVcited by 36

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Abstract (arXiv)

Color constancy is the problem of inferring the color of the light that illuminated a scene, usually so that the illumination color can be removed. Because this problem is underconstrained, it is often solved by modeling the statistical regularities of the colors of natural objects and illumination. In contrast, in this paper we reformulate the problem of color constancy as a 2D spatial localization task in a log-chrominance space, thereby allowing us to apply techniques from object detection and structured prediction to the color constancy problem. By directly learning how to discriminate between correctly white-balanced images and poorly white-balanced images, our model is able to improve performance on standard benchmarks by nearly 40%.

Key facts. Cited by 36 papers in the map (data through 7 Oct 2026). First posted on arXiv 2 Jul 2015.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 6; 2022: 4; 2023: 2; 2024: 7; 2025: 10; 2026: 7.

36 papers.

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  1. 2021Invertible Image Signal Processingcited by 94
  2. 2024Colorful Diffuse Intrinsic Image Decomposition in the Wildcited by 44
  3. 2021Learning RAW-to-sRGB Mappings with Inaccurately Aligned Supervisioncited by 43
  4. 2021CLCC: Contrastive Learning for Color Constancycited by 29
  5. 2021Auto White-Balance Correction for Mixed-Illuminant Scenescited by 22
  6. 2023Beyond the Pixel: a Photometrically Calibrated HDR Dataset for Luminance and Color Predictioncited by 14
  7. 2025Time-Aware Auto White Balance in Mobile Photographycited by 10
  8. 2024Attentive Illumination Decomposition Model for Multi-Illuminant White Balancingcited by 8
  9. 2025GCC: Generative Color Constancy via Diffusing a Color Checkercited by 8
  10. 2025CCMNet: Leveraging Calibrated Color Correction Matrices for Cross-Camera Color Constancycited by 8
  11. 2026Unifying Color and Lightness Correction with View-Adaptive Curve Adjustment for Robust 3D Novel View Synthesiscited by 8
  12. 2022Learning Enriched Illuminants for Cross and Single Sensor Color Constancycited by 7
24 more
  1. 2022Modeling the Lighting in Scenes as Style for Auto White-Balance Correctioncited by 6
  2. 2025UniDemoir'e: Towards Universal Image Demoir'eing with Data Generation and Synthesiscited by 6
  3. 2024Optimizing Illuminant Estimation in Dual-Exposure HDR Imagingcited by 5
  4. 2021Point Cloud Color Constancycited by 4
  5. 2025After the Party: Navigating the Mapping From Color to Ambient Lightingcited by 4
  6. 2024Pixel-Wise Color Constancy via Smoothness Techniques in Multi-Illuminant Scenescited by 3
  7. 2025Leveraging Multispectral Sensors for Color Correction in Mobile Camerascited by 3
  8. 2026White-Balance First, Adjust Later: Cross-Camera Color Constancy via Vision-Language Evaluationcited by 3
  9. 2025Perception-Inspired Color Space Design for Photo White Balance Editingcited by 2
  10. 2026RL-AWB: Deep Reinforcement Learning for Auto White Balance Correction in Low-Light Night-time Scenescited by 2
  11. 2022Rendering Nighttime Image Via Cascaded Color and Brightness Compensationcited by 1
  12. 2023Advancing Perception in Artificial Intelligence through Principles of Cognitive Sciencecited by 1
  13. 2024WB LUTs: Contrastive Learning for White Balancing Lookup Tablescited by 1
  14. 2024MSSIDD: A Benchmark for Multi-Sensor Denoisingcited by 1
  15. 2025Beyond Calibration: Physically Informed Learning for Raw-to-Raw Mappingcited by 1
  16. 2025Off the Planckian Locus: Using 2D Chromaticity to Improve In-Camera Colorcited by 1
  17. 2021Colour alignment for relative colour constancy via non-standard referencescited by 0
  18. 2022Deep Metric Color Embeddings for Splicing Localization in Severely Degraded Imagescited by 0
  19. 2024Learning deep illumination-robust features from multispectral filter array imagescited by 0
  20. 2025Learning Camera-Agnostic White-Balance Preferencescited by 0
  21. 2026Bio-inspired Color Constancy: From Gray Anchoring Theory to Gray Pixel Methodscited by 0
  22. 2026Color Constancy in Hyperspectral Imaging via Reduced Spectral Spacescited by 0
  23. 2026Color Pass-Through via Camera-Display Couplingcited by 0
  24. 2026SAFE: Scene-Aware Feature Modulation for Color Constancy with Learned Color Space in Pure-Color Scenescited by 0