Delving into multi-illumination monocular depth estimation: A new dataset and method

• Main Authors: LIANG, Yuan, ZHANG, Zitian, XIAN, Chuhua, HE, Shengfeng
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Decoding; Depth Estimation; Estimation; Lighting; Multi-illuminations Dataset; Robustness; Three-dimensional displays; Training; Transformer-enhanced Network; Transformers; Databases and Information Systems; OS and Networks
• Online Access: https://ink.library.smu.edu.sg/sis_research/8658
• Institution: Singapore Management University

Monocular depth prediction has received significant attention in recent years. However, the impact of illumination variations, which can shift scenes to unseen domains, has often been overlooked. To address this, we introduce the first indoor scene dataset featuring RGB-D images captured under multi...