22‐4: A Novel Color Temperature Prediction Algorithm by Machine Learning

In this paper, we propose using a machine learning algorithm to predict correlated color temperature (CCT) with in‐cell ambient color sensors. Machine learning algorithms can more effectively identify the relationship between sensor data and color temperature values. Using this method, we can reduce the maximum prediction error from 250 to 150 across five light sources ranging from CCT 2300K to 6500K.

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Publication Details

Journal
SID Symposium Digest of Technical Papers
Published
2025-06-01
DOI
https://doi.org/10.1002/sdtp.18146
Primary Topic
Geochemistry and Geologic Mapping
Type
article
Field-Weighted Citation Impact
0.00
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article

22‐4: A Novel Color Temperature Prediction Algorithm by Machine Learning

SID Symposium Digest of Technical Papers
Geochemistry and Geologic Mapping
article

22‐4: A Novel Color Temperature Prediction Algorithm by Machine Learning

article en

Abstract

In this paper, we propose using a machine learning algorithm to predict correlated color temperature (CCT) with in‐cell ambient color sensors. Machine learning algorithms can more effectively identify the relationship between sensor data and color temperature values. Using this method, we can reduce the maximum prediction error from 250 to 150 across five light sources ranging from CCT 2300K to 6500K.

SID Symposium Digest of Technical PapersVol. 56(1)
Novatek Microelectronics (Taiwan) (TW)
Openalex Percentile: Top 70%
Geochemistry and Geologic Mapping
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22‐4: A Novel Color Temperature Prediction Algorithm by Machine Learning · SID Symposium Digest of Technical Papers (2025) | TGRS Research Map | TGRS