Occnerf: Self-supervised multi-camera occupancy prediction with neural radiance fields

C Zhang, J Yan, Y Wei, J Li, L Liu, Y Tang… - arXiv e …, 2023 - ui.adsabs.harvard.edu
As a fundamental task of vision-based perception, 3D occupancy prediction reconstructs 3D
structures of surrounding environments. It provides detailed information for autonomous …

SRNSD: Structure-Regularized Night-Time Self-Supervised Monocular Depth Estimation for Outdoor Scenes

R Cong, C Wu, X Song, W Zhang… - … on Image Processing, 2024 - ieeexplore.ieee.org
Deep CNNs have achieved impressive improvements for night-time self-supervised depth
estimation form a monocular image. However, the performance degrades considerably …

DCPI-Depth: Explicitly Infusing Dense Correspondence Prior to Unsupervised Monocular Depth Estimation

M Zhang, Y Feng, Q Chen, R Fan - arXiv preprint arXiv:2405.16960, 2024 - arxiv.org
There has been a recent surge of interest in learning to perceive depth from monocular
videos in an unsupervised fashion. A key challenge in this field is achieving robust and …

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 …

[PDF][PDF] MonoViM: Enhancing Self-Supervised Monocular Depth Estimation via Mamba

Q Gao, G Peng, Z Chen, B Yang - 2024 - easychair.org
In recent years, self-supervised monocular depth estimation has been widely applied in
fields such as autonomous driving and robotics. While Convolutional Neural Networks …

Unsupervised monocular depth estimation algorithm integrated with IMU

L Liu, N Zhu - Sixth International Conference on Image, Video …, 2024 - spiedigitallibrary.org
In order to solve the problems of unsupervised monocular depth estimation algorithm output
scale blur, inconsistent depth estimation scale between frames, poor depth estimation …