Scaledepth: Decomposing metric depth estimation into scale prediction and relative depth estimation

R Zhu, C Wang, Z Song, L Liu, T Zhang… - arxiv preprint arxiv …, 2024‏ - arxiv.org
Estimating depth from a single image is a challenging visual task. Compared to relative
depth estimation, metric depth estimation attracts more attention due to its practical physical …

Plane2depth: Hierarchical adaptive plane guidance for monocular depth estimation

L Liu, R Zhu, J Deng, Z Song, W Yang… - IEEE Transactions on …, 2024‏ - ieeexplore.ieee.org
Monocular depth estimation aims to infer a dense depth map from a single image, which is a
fundamental and prevalent task in computer vision. Many previous works have shown …

EC-Depth: Exploring the consistency of self-supervised monocular depth estimation in challenging scenes

Z Song, R Zhu, C Wang, J Deng, J He… - arxiv preprint arxiv …, 2023‏ - arxiv.org
Self-supervised monocular depth estimation holds significant importance in the fields of
autonomous driving and robotics. However, existing methods are typically trained and tested …

DepthMaster: Taming Diffusion Models for Monocular Depth Estimation

Z Song, Z Wang, B Li, H Zhang, R Zhu, L Liu… - arxiv preprint arxiv …, 2025‏ - arxiv.org
Monocular depth estimation within the diffusion-denoising paradigm demonstrates
impressive generalization ability but suffers from low inference speed. Recent methods …

Monocular Depth Estimation on Adverse Weathers with Curriculum Domain Distribution Alignment

J Zhang, L Li, C Yan, W Ke… - IEEE Transactions on …, 2024‏ - ieeexplore.ieee.org
Despite the remarkable success of monocular depth estimation, most works focus on ideal
experiment conditions, such as favorable weather, where there is few environmental factors …

FA-Depth: Toward Fast and Accurate Self-supervised Monocular Depth Estimation

F Wang, J Cheng - arxiv preprint arxiv:2405.10885, 2024‏ - arxiv.org
Most existing methods often rely on complex models to predict scene depth with high
accuracy, resulting in slow inference that is not conducive to deployment. To better balance …

DCM: 단안 카메라를 이용한 싱글 이미지에서 정교한 깊이 추정을 위한 Bins 최적화 모듈

이창엽, 김동주, 서영주, 황도경 - 전자공학회논문지, 2024‏ - dbpia.co.kr
본 논문은 단안 카메라로 깊이를 추정하는 Monocular Depth Estimation (MDE) 분야에서 더욱
정밀한 깊이를 추정하기 위해 새로운 최적화 모듈을 제안한다. 기존에는 단일 이미지를 …