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Monocular Depth Estimation: A Thorough Review
IEEE Transactions on Pattern Analysis and Machine IntelligenceEstimation of depth in two-dimensional images is among the challenging topics in Computer Vision. This is a well-studied but also an ill-posed problem, which has long been the focus of intense research. This paper is an in-depth review of the topic, presenting two aspects, one that considers the mechanisms of human depth perception, and another that ...
Vasileios Arampatzakis +3 more
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Densely Connecting Depth Maps for Monocular Depth Estimation
2020Predicting depth map from a single RGB image is beneficial for many three-dimensional applications. Although recent monocular depth estimation methods have achieved impressive accuracy, the preference on high-level features or low-level features prevents them from balancing sharpness and fidelity of depth maps.
Jinqing Zhang +4 more
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A Synopsis of Monocular Depth Estimation
2021Depth information is necessary for automated devices or software to accomplish tasks which require the knowledge of the surrounding environment without error. Monocular depth estimation uses a single 2D image to estimate depth, which makes it an exigent method. However, recent studies in monocular depth estimation based on convolutional neural networks
Shubham Chaudhari +3 more
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Monocular Depth Estimation: A Survey
IECON 2023- 49th Annual Conference of the IEEE Industrial Electronics Society, 2023Dong Wang +5 more
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Sparse depth densification for monocular depth estimation
Multimedia Tools and Applications, 2023Zhen Liang +3 more
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Monocular Depth Estimation Using Laplacian Pyramid-Based Depth Residuals
IEEE Transactions on Circuits and Systems for Video Technology, 2021Minsoo Song, Seokjae Lim, Wonjun Kim
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Towards Robust Monocular Depth Estimation: Mixing Datasets for Zero-Shot Cross-Dataset Transfer
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022René Ranftl +2 more
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Unsupervised Monocular Depth Estimation via Recursive Stereo Distillation
IEEE Transactions on Image Processing, 2021Xinchen Ye +2 more
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