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面向视频预测图像重建的感知损失函数
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作者 涂思仪 黄劲松 《导航定位学报》 CSCD 北大核心 2024年第6期54-61,共8页
为了进一步提升视频预测网络重建场景图像的精确度,提出一种利用自编码器的多尺度判别器特征感知损失函数(MDF-AE):其核心是用一组面向不同尺度图像的判别器构成提取图像特征的损失网络;判别器网络通过单图像生成对抗网络(SinGAN)分阶... 为了进一步提升视频预测网络重建场景图像的精确度,提出一种利用自编码器的多尺度判别器特征感知损失函数(MDF-AE):其核心是用一组面向不同尺度图像的判别器构成提取图像特征的损失网络;判别器网络通过单图像生成对抗网络(SinGAN)分阶段训练得到,训练中以图像自编码器作为生成器,在生成图像中引入图像重建误差,为视频预测网络进行未来图像帧的重建提供更准确的感知约束。实验结果表明,利用MDF-AE训练视频预测网络可有助于从结构、纹理和色彩上提升网络所重建场景图像的质量和可视化效果。 展开更多
关键词 视频预测 感知损失 图像自编码器 图像生成对抗网络 生成对抗训练
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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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