MiDAS (2019-2022)
MiDAS was originally released in 2019 and immediately became the standard. It was one of the first robust models for monocular depth estimation. Since then, the authors have improved its accuracy significantly.
Jan 17, 2024
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Monocular Depth Estimation is the task of estimating the depth value (distance relative to the camera) of each pixel given a single (monocular) RGB image.
Monocular Depth Estimation is the task of estimating the depth value (distance relative to the camera) of each pixel given a single (monocular) RGB image.
A list of recent monocular depth estimation work, inspired by awesome-computer-vision. The list is mainly focusing on recent work after 2020.
Nov 17, 2023 · MiDaS(Multiple Depth Estimation Accuracy with Single Network) is a pioneering model designed for monocular depth estimation, renowned for its ...
Oct 5, 2022 · Monocular depth estimation obtains a 3D scene from a single image and is suitable for applications with only one view of the scene. However, ...
Abstract—This paper introduces the problem of long-range monocular depth estimation for outdoor urban environments. Range sensors and traditional depth ...
We compare five monocular depth estimation methods based on deep learning. This comparison focuses on how well methods generalize rather than a quantitative ...
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The principal purpose of this paper is to represent a state-of-the-art review of the current developments in MDE based on deep learning techniques.
Mar 20, 2024 · We present DepthFM, a state-of-the-art, versatile, and fast monocular depth estimation model. Beyond conventional depth estimation tasks.