ADU-Depth: Attention-based Distillation with Uncertainty Modeling for Depth Estimation

Z Wu, Z Li, ZG Fan, Y Wu, X Wang… - Conference on Robot …, 2023 - proceedings.mlr.press
Monocular depth estimation is challenging due to its inherent ambiguity and ill-posed
nature, yet it is quite important to many applications. While recent works achieve limited …

V2Depth: Monocular Depth Estimation via Feature-Level Virtual-View Simulation and Refinement

Z Wu, Z Li, ZG Fan, Y Wu, J Pu, X Li - Proceedings of the 31st ACM …, 2023 - dl.acm.org
Due to the lack of spatial cues giving merely a single image, many monocular depth
estimation methods have been developed to leverage stereo or multi-view images to learn …

Learning monocular depth in dynamic environment via context-aware temporal attention

Z Wu, Z Li, ZG Fan, Y Wu, Y Gan, J Pu, X Li - arXiv preprint arXiv …, 2023 - arxiv.org
The monocular depth estimation task has recently revealed encouraging prospects,
especially for the autonomous driving task. To tackle the ill-posed problem of 3D geometric …