Proceedings of the International Display Workshops Volume 31 (IDW '24)
Dec 4 - Dec 6, 2024Sapporo Convention Center
Proceedings of the International Display Workshops Volume 31 (IDW '24)
Dec 4 - Dec 6, 2024Sapporo Convention Center
[IST5-3L]Estimating Scene Luminance Levels from Images Using Deep Learning
*Ya-Hsuan Lin1, Pei-Li Sun1, I-Chin Wu2, Min Di2(1. National Taiwan University of Science and Technology (Taiwan), 2. Institute for Information Industry (Taiwan))
Keywords:
Luminance estimation,Deep learning,ResNet,Image analysis
This study used ResNet, a CNN-based deep learning model, to predict scene luminance levels from RGB images. ResNet effectively captures complex image features to accurately predict the scene luminance levels for both high-quality DSLR camera images and low-quality video images.