没有参考的基于比特流的感知质量评估Octree-Lifting编码的3D点云
IEEE transactions on visualization and computer graphics
|August 15, 2024
概括
我们为Octree-Lifting编码数据开发了一种新的无参考点云质量评估 (PCQA) 模型. 这个流PCQ-OL模型使用比特流信息准确地预测感知质量,优于现有方法.
科学领域:
- 计算机视觉 计算机视觉
- 信号处理 信号处理
- 多媒体工程多媒体工程
背景情况:
- 无参考点云质量评估 (PCQA) 对于网络监控至关重要.
- 对于压缩点云数据,现有的方法往往缺乏准确性.
研究的目的:
- 使用比特流数据开发Octree-Lifting编码点云的无参考PCQA模型.
- 通过考虑纹理特征和量子化参数来提高感知质量评估.
主要方法:
- 探索了主观质量和纹理量化参数 (TQP) 之间的相关性.
- 使用TQP和Y_std (Y组件的平均标准偏差) 进行嵌入的纹理复杂性 (TC) 估计.
- 为流PCQ-OL模型开发了一个与位置定量化尺度 (PQS) 集成的纹理扭曲模型.
主要成果:
- 拟议的流PCQ-OL模型与现有的PCQA方法相比,显示出更高的性能.
- 对Octree-Lifting编码点云的感知质量的准确预测.
结论:
- 流PCQ-OL模型为基于位流的无参考PCQA提供了有效的解决方案.
- 公开发布数据集和源代码有助于进一步的研究和应用.
更多相关视频
09:19Measuring the Structure, Composition, and Change of Underwater Environments with Large-area Imaging
Published on: April 18, 2025
379
08:50Longitudinal Morphological and Physiological Monitoring of Three-dimensional Tumor Spheroids Using Optical Coherence Tomography
Published on: February 9, 2019
7.6K
相关概念视频
Depth Perception and Spatial Vision
612
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.
612
Perceptual Constancy
371
Perceptual constancy is the ability to recognize that objects remain consistent and unchanged even when their appearance varies due to changes in sensory input. There are four main types of perceptual constancy: size constancy, shape constancy, color constancy, and brightness constancy.
Size constancy is the recognition that an object remains the same size, even when its image on the retina changes. For instance, a bus is perceived to be large enough to carry people, even if it looks tiny from...
Size constancy is the recognition that an object remains the same size, even when its image on the retina changes. For instance, a bus is perceived to be large enough to carry people, even if it looks tiny from...
371
Topographic Surveying and Contours
63
Topographic surveying is critical for documenting the Earth's surface, focusing on capturing elevations, slopes, and natural and man-made features. It is essential in construction planning, water resource management, and land-use analysis. The primary outcome of such surveys is a topographic map, which uses contour lines to visually represent the shape and slope of the terrain, providing valuable insights into the landscape's characteristics.Contour lines are fundamental to understanding the...
63
Downsampling
144
When considering a sampled sequence with zero values between sampling instants, one can replace it by taking every N-th value of the sequence. At these integer multiples of N, the original and sampled sequences coincide. This process, known as decimation, involves extracting every N-th sample from a sequence, thereby creating a more efficient sequence.
The Fourier transform of the decimated sequence reveals a combination of scaled and shifted versions of the original spectrum. This...
The Fourier transform of the decimated sequence reveals a combination of scaled and shifted versions of the original spectrum. This...
144
Methods of Obtaining Topography
60
Topography involves measuring and mapping land elevations, natural features, and artificial structures to create accurate representations of the terrain. Topographic surveying relies on traditional and modern methods, each with distinct advantages and limitations.Traditional Surveying Methods:Transit stadia surveys and plane table surveys were widely used traditional surveying methods. These techniques relied on instruments like theodolites and stadia rods for measuring distances and angles,...
60
Uniform Depth Channel Flow
64
Uniform depth channel flow keeps fluid depth consistent along channels such as irrigation canals. In natural channels, such as rivers, approximate uniform flow is often assumed. This condition occurs when the channel’s bottom slope matches the energy slope, balancing potential energy lost from gravity with head loss due to shear stress. This balance prevents depth changes along the channel length, resulting in a steady, uniform flow.Uniform flow in open channels with a constant cross-section...
64
