5.1五种网络对比将所提出的Dense-U-net与四种网络进行对比,四种网络分别是包含一个非线性转化函数的传统U-Net网络,称之为BN-U-net-1;包含CNN_Block的U-Net网络,称之为BN-U-net-3;包含一个非线性函数,且在每个编码器和解码器的输入与输出之间加入一个跳跃连接结构,称之为Res-U-net-1;包含Res_Block的U-N...
A dense encoder-decoder network, called Dense-U net, is proposed to realize the reconstruction of a 3D particle field. The radii and 3D coordinates of the particles are encoded into a 2D grayscale image as the ground truth. The 2D hologram was served as the input of the network. A ...
Dense-U-net将传统的U-Net网络的编码器和解码器替换为密集连接模块（Dense_Block），通过密集连接结构提高了模型的训练效率和准确性。本文首先介绍Dense-U-net的网络结构设计，包括如何使用面向角光谱层的算法生成模拟的3D粒子场全息图作为输入数据，以及如何采用一种新的粒子表征方法生成与全息图相对应的二...
U-net and Dense U-net backbone with 5-layer depth,,,. Data from the Table. 2 shows that the backbone of Dense U-net performs much better than the U-net on all three datasets. Becuase the insert method of shuffle pooling is better than the direct method from the Table. 2, the inser...
CHANNEL-ATTENTION DENSE U-NET FOR MULTICHANNEL SPEECH ENHANCEMENT Bahareh Tolooshams1, Ritwik Giri2, Andrew H. Song3, Umut Isik2, and Arvindh Krishnaswamy2 1School of Engineering and Applied Science…
A dense encoder–decoder network, called Dense-U-net, is proposed to realize the reconstruction of a 3D particle field. The radii and 3D coordinates of the particles are encoded into a 2D grayscale image as the ground truth. The 2D hologram was served as the input of the network. A ...
Dolz, JoseAyed, Ismail BenDesrosiers, ChristianSpringer, ChamJ. Dolz, I. Ben Ayed, and C. Desrosiers, "Dense multi-path U- Net for ischemic stroke lesion segmentation in multiple image modalities," arXiv preprint arXiv:1810.07003, 2018....
S., et al.: 3D U-Net: learning dense volumetric segmentation from sparse annotation. In: International conference on medical image computing and computer-assisted intervention (2016) Zhou, Z., Siddiquee, R., Tajbakhsh, N., et al.: UNet++: redesigning skip connections to exploit multiscale ...
关键词：冠状动脉血管；图像分割；U-Dense~ne t;密集残差块；注意力机制；深度神经网络；DSA 中图分类号：TS391.4 文献标志码：A 文章编号：1673-3851 (2021) O5-O39(M0 Coronary artery segmentation of DSA images based on U-Dense-net network WANG Zhuoyi?jg], TONG Jiju n1 •,JIA N G Lurong]...
Javier Gurrola-Ramos,Oscar DalmauandTeresa E. Alarcón,"A Residual Dense U-Net Neural Network for Image Denoising", IEEE Access, vol. 9, pp. 31742-31754, 2021, doi:10.1109/ACCESS.2021.3061062. Citation If you use this paper work in your research or work, please cite our paper: ...