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基于语义信息的无监督单目深度估计 被引量:1
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作者 李颀 李煜哲 《传感器与微系统》 CSCD 北大核心 2024年第9期157-160,共4页
随着深度学习的发展,无监督单目深度估计成为计算机视觉的研究热点。由于深度图存在轮廓不清晰、深度估计不准确等问题,以编—解码器结构为基础,提出一种基于语义信息的无监督单目深度估计网络,为了获取更为清晰的轮廓信息,本文在编解... 随着深度学习的发展,无监督单目深度估计成为计算机视觉的研究热点。由于深度图存在轮廓不清晰、深度估计不准确等问题,以编—解码器结构为基础,提出一种基于语义信息的无监督单目深度估计网络,为了获取更为清晰的轮廓信息,本文在编解码器之间通过空洞空间卷积池化金字塔(ASPP)层进行语义信息的细化,提高生成的图像质量;该网络通过在编码器到解码器的跳层连接实现对多分辨率特征的提取,在编码器部分采用改进的高分辨率网络(HRNet)融合不同层的多分辨率特征,在解码前使用串联策略融合中间阶段的输出,提高深度估计的准确率。在KITTI数据集上的实验结果表明,本文方法的误差评价指标相较于目前的深度估计方法更低,在3个深度估计准确率评价指标上达到了89.4%,96.3%,98.1%,具有较好的准确性。 展开更多
关键词 深度估计 无监督学习 多分辨率特征 语义信息 编—解码结构
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Screen image sequence compression method utilizing adaptive block size coding and hierarchical GOP structure
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作者 武星 梅亮 +2 位作者 袭奇 张申生 陈延伟 《Journal of Central South University》 SCIE EI CAS 2010年第4期786-794,共9页
To compress screen image sequence in real-time remote and interactive applications,a novel compression method is proposed.The proposed method is named as CABHG.CABHG employs hybrid coding schemes that consist of intra... To compress screen image sequence in real-time remote and interactive applications,a novel compression method is proposed.The proposed method is named as CABHG.CABHG employs hybrid coding schemes that consist of intra-frame and inter-frame coding modes.The intra-frame coding is a rate-distortion optimized adaptive block size that can be also used for the compression of a single screen image.The inter-frame coding utilizes hierarchical group of pictures(GOP) structure to improve system performance during random accesses and fast-backward scans.Experimental results demonstrate that the proposed CABHG method has approximately 47%-48% higher compression ratio and 46%-53% lower CPU utilization than professional screen image sequence codecs such as TechSmith Ensharpen codec and Sorenson 3 codec.Compared with general video codecs such as H.264 codec,XviD MPEG-4 codec and Apple's Animation codec,CABHG also shows 87%-88% higher compression ratio and 64%-81% lower CPU utilization than these general video codecs. 展开更多
关键词 screen image sequence compression adaptive block size hierarchical GOP structure intra-frame coding inter-frame coding
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