提升器:来自镜面和透明表面图像的深度的基准
IEEE transactions on pattern analysis and machine intelligence
|October 11, 2023
概括
本研究引入了用于高分辨率深度估计的新数据集,解决了与非兰伯特材料和不平衡立体图像的挑战. 它可以为先进的计算机视觉应用程序提供更准确的深度预测.
科学领域:
- 计算机视觉 计算机视觉
- 三维重建的3D重建
- 机器学习 机器学习
背景情况:
- 目前的深度估计方法优秀,但与非兰伯特材料和高分辨率图像处理作斗争.
- 对于镜像,透明和高分辨率场景,实现准确的深度图仍然存在挑战.
研究的目的:
- 引入一套具有高分辨率地面真实标签的新型数据集,用于深度估计.
- 解决现有数据集在材料特性和图像分辨率方面的局限性.
- 促进对立体声和单眼深度估计网络的研究.
主要方法:
- 开发了一个新的深度时空立体声框架用于数据采集.
- 创建了一个数据集,包含606个高分辨率样本 (12Mpx) 和不平衡的立体声对.
- 包括手动材料细分面具和未标记的样品.
主要成果:
- 数据集具有具有镜面和透明表面的场景,对于具有挑战性的深度估计至关重要.
- 为准确的网络评估提供分像素精度的地面真实标签.
- 实验突出现有挑战和未来的研究方向在深度估计.
结论:
- 拟议的数据集通过提供具有挑战性的高分辨率数据来推进深度估计领域.
- 能够更好地评估复杂材料上的立体声和单眼深度网络.
- 开辟了强大而准确的深度估计研究的新途径.
相关概念视频
Total Internal Reflection Fluorescence Microscopy
5.8K
Total internal reflection fluorescence microscopy or TIRF is an advanced microscopic technique used to visualize fluorophores in samples close to a solid surface with a higher refractive index, such as a glass coverslip. TIRF only allows fluorophores in proximity to the solid surface to be excited. When light from a medium with a lower refractive index (such as air) hits the glass coverslip at a critical angle, the light undergoes total internal reflection stead of passing through the glass.
5.8K
Depth Perception and Spatial Vision
689
Depth perception is the ability to perceive objects three-dimensionally. It relies on two types of cues: binocular and monocular. Binocular cues depend on the combination of images from both eyes and how the eyes work together. Since the eyes are in slightly different positions, each eye captures a slightly different image. This disparity between images, known as binocular disparity, helps the brain interpret depth. When the brain compares these images, it determines the distance to an object.
689
Difference from Background: Limit of Detection
6.4K
The limit of detection (LOD) is the smallest amount of analyte that can be distinguished from the background noise. The LOD value corresponds to the concentration at which the analyte signal is three times larger than the standard deviation of the blank signal. Below this value, the analyte signal cannot be differentiated from the background noise. It is calculated by dividing the calibration slope by 3 times the standard deviation of the blank signals.
The LOD indicates the presence or absence...
The LOD indicates the presence or absence...
6.4K
Imaging Biological Samples with Optical Microscopy
4.8K
Optical microscopy uses optic principles to provide detailed images of samples. Antonie van Leeuwenhoek designed the first compound optical microscope in the 17th century to visualize blood cells, bacteria, and yeast cells. In 1830, Joseph Jackson Lister created an essentially modern light microscope. The 20th century saw the development of microscopes with enhanced magnification and resolution.
In optical microscopy, the specimen to be viewed is placed on a glass slide and clipped on the stage...
In optical microscopy, the specimen to be viewed is placed on a glass slide and clipped on the stage...
4.8K


