[HTML][HTML] 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 …

UniDepth: Universal monocular metric depth estimation

L Piccinelli, YH Yang, C Sakaridis… - Proceedings of the …, 2024 - openaccess.thecvf.com
Accurate monocular metric depth estimation (MMDE) is crucial to solving downstream tasks
in 3D perception and modeling. However the remarkable accuracy of recent MMDE methods …

Towards zero-shot scale-aware monocular depth estimation

V Guizilini, I Vasiljevic, D Chen… - Proceedings of the …, 2023 - openaccess.thecvf.com
Monocular depth estimation is scale-ambiguous, and thus requires scale supervision to
produce metric predictions. Even so, the resulting models will be geometry-specific, with …

Robodepth: Robust out-of-distribution depth estimation under corruptions

L Kong, S **e, H Hu, LX Ng… - Advances in Neural …, 2023 - proceedings.neurips.cc
Depth estimation from monocular images is pivotal for real-world visual perception systems.
While current learning-based depth estimation models train and test on meticulously curated …

Depthcrafter: Generating consistent long depth sequences for open-world videos

W Hu, X Gao, X Li, S Zhao, X Cun, Y Zhang… - arxiv preprint arxiv …, 2024 - arxiv.org
Despite significant advancements in monocular depth estimation for static images,
estimating video depth in the open world remains challenging, since open-world videos are …

Sscbench: A large-scale 3d semantic scene completion benchmark for autonomous driving

Y Li, S Li, X Liu, M Gong, K Li, N Chen… - 2024 IEEE/RSJ …, 2024 - ieeexplore.ieee.org
Monocular scene understanding is a foundational component of autonomous systems.
Within the spectrum of monocular perception topics, one crucial and useful task for holistic …

Applications of computer vision in autonomous vehicles: Methods, challenges and future directions

X Dong, ML Cappuccio - arxiv preprint arxiv:2311.09093, 2023 - arxiv.org
Autonomous vehicle refers to a vehicle capable of perceiving its surrounding environment
and driving with little or no human driver input. The perception system is a fundamental …

A Method for Path Identification of Wheel Robot using UHF RFID Technology

D Satyanarayana, NKS Idries… - … Congress on Human …, 2023 - ieeexplore.ieee.org
The robot path identification towards a specific destination is an important problem for robot
movement applications such as logistics, warehousing, and inventorying systems. The …

Event-based monocular depth estimation with recurrent transformers

X Liu, J Li, J Shi, X Fan, Y Tian… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Event cameras, offering high temporal resolutions and high dynamic ranges, have brought a
new perspective to address common challenges in monocular depth estimation (eg, motion …

Smart insect-computer hybrid robots empowered with enhanced obstacle avoidance capabilities using onboard monocular camera

R Li, Q Lin, PT Tran-Ngoc, DL Le, H Sato - npj Robotics, 2024 - nature.com
Insect-computer hybrid robots are receiving increasing attention as a potential alternative to
small artificial robots due to their superior locomotion capabilities and low manufacturing …