Efficacy of transformers and patch augmentation in boosting stability and performance of multi-illumination white balance task

• Main Author: Chopra, Dhruv
• Other Authors: Chen Change Loy
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; White balance; Computational color constancy; Transformer; CNN; Multi-illumination
• Online Access: https://hdl.handle.net/10356/175206
• Institution: Nanyang Technological University

Color Constancy, or the ability to identify colors correctly independent of the illumination conditions, is a desirable quality for many computer vision models. Indeed, it has been demonstrated before that image classification, object detection & image segmentation models perform better on exper...