In geology, classification and lithological recognition of rocks plays an important role in the area of oil and gas exploration, mineral exploration and geological analysis. In other fields of activity such as constru...In geology, classification and lithological recognition of rocks plays an important role in the area of oil and gas exploration, mineral exploration and geological analysis. In other fields of activity such as construction and decoration, this classification makes sense and fully plays its role. However, this classification is slow, approximate and subjective. Automatic classification curbs this subjectivity and fills this gap by offering methods that reflect human perception. We propose a new approach to rock classification based on direct-view images of rocks. The aim is to take advantage of feature extraction methods to estimate a rock dictionary. In this work, we have developed a classification method obtained by concatenating four (4) K-SVD variants into a single signature. This method is based on the K-SVD algorithm combined with four (4) feature extraction techniques: DCT, Gabor filters, D-ALBPCSF and G-ALBPCSF, resulting in the four (4) variants named K-Gabor, K-DCT, KD-ALBPCSF and KD-ALBPCSF respectively. In this work, we developed a classification method obtained by concatenating four (4) variants of K-SVD. The performance of our method was evaluated on the basis of performance indicators such as accuracy with other 96% success rate.展开更多
目的搭建基于4K/3D手术系统的远程手术会诊平台,评价5G通信技术支撑下4K分辨率3D样式画面在显微外科远程手术会诊中的应用效果。方法设计基于“端云端”的系统软硬件架构,依托国产4K/3D显微手术成像系统,实现术野的双视点光场采集、智...目的搭建基于4K/3D手术系统的远程手术会诊平台,评价5G通信技术支撑下4K分辨率3D样式画面在显微外科远程手术会诊中的应用效果。方法设计基于“端云端”的系统软硬件架构,依托国产4K/3D显微手术成像系统,实现术野的双视点光场采集、智能图像处理、硬件3D交织、低延时网络传输和超高清立体显示。将该系统应用于侧颅底疑难病例的远程手术会诊,从4K/3D视频传输延时、峰值信噪比(Peak Signal to Noise Ratio,PSNR)、结构相似性(Structural Similarity Index Measure,SSIM)、画质及舒适度等方面评价该平台的效能。结果在非专用5G组网方案下,手术会诊平台的4K/3D视频传输延时1.18 s;评价视频传输质量的客观指标PSNR和SSIM显示4K/3D视频传输前后的视觉差异和结构差异小。27名医生针对8段手术视频片段的问卷调查结果显示,视频传输后画质无改变或改变轻微不影响观看的样本占比为89.35%,96.30%的医生认为远程传输后的4K/3D视频足以支撑显微外科远程手术指导。结论4K/3D显微手术成像系统产出的超高清立体视频经5G传输后足以支撑远程手术指导,这为远程医疗及教学、灾难及战场手术救治提供了新方案。展开更多
文摘In geology, classification and lithological recognition of rocks plays an important role in the area of oil and gas exploration, mineral exploration and geological analysis. In other fields of activity such as construction and decoration, this classification makes sense and fully plays its role. However, this classification is slow, approximate and subjective. Automatic classification curbs this subjectivity and fills this gap by offering methods that reflect human perception. We propose a new approach to rock classification based on direct-view images of rocks. The aim is to take advantage of feature extraction methods to estimate a rock dictionary. In this work, we have developed a classification method obtained by concatenating four (4) K-SVD variants into a single signature. This method is based on the K-SVD algorithm combined with four (4) feature extraction techniques: DCT, Gabor filters, D-ALBPCSF and G-ALBPCSF, resulting in the four (4) variants named K-Gabor, K-DCT, KD-ALBPCSF and KD-ALBPCSF respectively. In this work, we developed a classification method obtained by concatenating four (4) variants of K-SVD. The performance of our method was evaluated on the basis of performance indicators such as accuracy with other 96% success rate.
文摘目的搭建基于4K/3D手术系统的远程手术会诊平台,评价5G通信技术支撑下4K分辨率3D样式画面在显微外科远程手术会诊中的应用效果。方法设计基于“端云端”的系统软硬件架构,依托国产4K/3D显微手术成像系统,实现术野的双视点光场采集、智能图像处理、硬件3D交织、低延时网络传输和超高清立体显示。将该系统应用于侧颅底疑难病例的远程手术会诊,从4K/3D视频传输延时、峰值信噪比(Peak Signal to Noise Ratio,PSNR)、结构相似性(Structural Similarity Index Measure,SSIM)、画质及舒适度等方面评价该平台的效能。结果在非专用5G组网方案下,手术会诊平台的4K/3D视频传输延时1.18 s;评价视频传输质量的客观指标PSNR和SSIM显示4K/3D视频传输前后的视觉差异和结构差异小。27名医生针对8段手术视频片段的问卷调查结果显示,视频传输后画质无改变或改变轻微不影响观看的样本占比为89.35%,96.30%的医生认为远程传输后的4K/3D视频足以支撑显微外科远程手术指导。结论4K/3D显微手术成像系统产出的超高清立体视频经5G传输后足以支撑远程手术指导,这为远程医疗及教学、灾难及战场手术救治提供了新方案。
