Deep learning for monocular depth estimation: A review

Y Ming, X Meng, C Fan, H Yu - Neurocomputing, 2021 - Elsevier
Depth estimation is a classic task in computer vision, which is of great significance for many
applications such as augmented reality, target tracking and autonomous driving. Traditional …

Monocular depth estimation using deep learning: A review

A Masoumian, HA Rashwan, J Cristiano, MS Asif… - Sensors, 2022 - mdpi.com
In current decades, significant advancements in robotics engineering and autonomous
vehicles have improved the requirement for precise depth measurements. Depth estimation …

Neural window fully-connected crfs for monocular depth estimation

W Yuan, X Gu, Z Dai, S Zhu… - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
Estimating the accurate depth from a single image is challenging since it is inherently
ambiguous and ill-posed. While recent works design increasingly complicated and powerful …

idisc: Internal discretization for monocular depth estimation

L Piccinelli, C Sakaridis, F Yu - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Monocular depth estimation is fundamental for 3D scene understanding and downstream
applications. However, even under the supervised setup, it is still challenging and ill-posed …

Pointavatar: Deformable point-based head avatars from videos

Y Zheng, W Yifan, G Wetzstein… - Proceedings of the …, 2023 - openaccess.thecvf.com
The ability to create realistic animatable and relightable head avatars from casual video
sequences would open up wide ranging applications in communication and entertainment …

Geowizard: Unleashing the diffusion priors for 3d geometry estimation from a single image

X Fu, W Yin, M Hu, K Wang, Y Ma, P Tan… - … on Computer Vision, 2024 - Springer
We introduce GeoWizard, a new generative foundation model designed for estimating
geometric attributes, eg, depth and normals, from single images. While significant research …

Is pseudo-lidar needed for monocular 3d object detection?

D Park, R Ambrus, V Guizilini, J Li… - Proceedings of the …, 2021 - openaccess.thecvf.com
Recent progress in 3D object detection from single images leverages monocular depth
estimation as a way to produce 3D pointclouds, turning cameras into pseudo-lidar sensors …

P3depth: Monocular depth estimation with a piecewise planarity prior

V Patil, C Sakaridis, A Liniger… - Proceedings of the …, 2022 - openaccess.thecvf.com
Monocular depth estimation is vital for scene understanding and downstream tasks. We
focus on the supervised setup, in which ground-truth depth is available only at training time …

From big to small: Multi-scale local planar guidance for monocular depth estimation

JH Lee, MK Han, DW Ko, IH Suh - arxiv preprint arxiv:1907.10326, 2019 - arxiv.org
Estimating accurate depth from a single image is challenging because it is an ill-posed
problem as infinitely many 3D scenes can be projected to the same 2D scene. However …

Soft rasterizer: A differentiable renderer for image-based 3d reasoning

S Liu, T Li, W Chen, H Li - Proceedings of the IEEE/CVF …, 2019 - openaccess.thecvf.com
Rendering bridges the gap between 2D vision and 3D scenes by simulating the physical
process of image formation. By inverting such renderer, one can think of a learning …