Accelerated Self-Supervised Multi-Illumination Color Constancy With Hybrid Knowledge Distillation
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Pattern Analysis and Machine Intelligence"
DOI: 10.1109/tpami.2025.3583090
Abstract: Color constancy, the human visual system’s ability to perceive consistent colors under varying illumination conditions, is crucial for accurate color perception. Recently, deep learning algorithms have been introduced into this task and have achieved remarkable… read more here.
Keywords: color constancy; knowledge distillation; multi illumination; illumination ... See more keywords
Multi-illumination 3D holographic display using a binary mask.
Sign Up to like & getrecommendations! Published in 2022 at "Optics letters"
DOI: 10.1364/ol.455348
Abstract: We introduce a novel, to the best of our knowledge, method to increase the bandwidth in holographic displays. Here, multi-angle illumination using multiple laser diodes (LDs) is adopted to expand the limited diffraction angle of… read more here.
Keywords: display; holographic display; multi illumination; binary mask ... See more keywords
Multi illumination color constancy based on multi-scale supervision and single-scale estimation cascade convolution neural network
Sign Up to like & getrecommendations! Published in 2022 at "Frontiers in Neuroinformatics"
DOI: 10.3389/fninf.2022.953235
Abstract: Color constancy methods are generally based on a simplifying assumption that the spectral distribution of a light source is uniform across scenes. However, in reality, this assumption is often violated because of the presence of… read more here.
Keywords: multi illumination; network; color; estimation ... See more keywords