对MPEG和JPEGPleno点云压缩比特率分配策略的主观性能评估
Davi Lazzarotto1, Michela Testolina1, Touradj Ebrahimi1
1Multimedia Signal Processing Group (MMSPG), École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland.
概括
这项研究比较了JPEG Pleno和MPEG点云压缩标准. JPEG Pleno显示了竞争力的表现,为3D数据的最佳编码实践提供了新的见解.
科学领域:
- 计算机视觉 计算机视觉
- 图像处理 图像处理
- 多媒体压缩压缩.
背景情况:
- 点云越来越多地用于3D成像.
- 开发高效的压缩标准对于处理大型点云数据集至关重要.
- 已经评估了现有的MPEG标准,但新的JPEG Pleno标准需要进行比较分析.
研究的目的:
- 对JPEG Pleno和MPEG点云压缩标准进行全面的性能评估.
- 为了比较它们在视觉质量和压缩效率方面的有效性.
- 为了确定最佳的配置参数和编码策略,点云压缩.
主要方法:
- 在各种配置参数中使用客观质量指标分析编解码器性能.
- 为每个压缩标准制定三个不同的速率分配策略.
- 压缩点云的主观视觉质量评估使用两个标准化协议在四个不同的目标速率.
主要成果:
- 该研究详细比较了JPEG Pleno和MPEG点云压缩标准.
- 客观指标为选择最佳参数和利率分配策略提供了信息.
- 主观评估揭示了标准之间的性能差异和权衡.
结论:
- JPEG Pleno显示了与已建立的MPEG标准对点云压缩的竞争性性能.
- 这些发现为有效和高质量的3D数据压缩提供了对最佳编码实践的宝贵见解.
- 这项研究填补了JPEG Pleno标准的主观质量性能评估的空白.
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