The study on ultrasound image classification using a dual-branch model based on Resnet50 guided by U-net segmentation results

Autor: Xu Yang, Shuo’ou Qu, Zhilin Wang, Lingxiao Li, Xiaofeng An, Zhibin Cong

Publikováno v: BMC Medical Imaging, Vol 24, Iss 1, Pp 1-16 (2024)

Abstract In recent years, the incidence of nodular thyroid diseases has been increasing annually. Ultrasonography has become a routine diagnostic tool for thyroid nodules due to its high real-time capabilities and low invasiveness. However, thyroid i

Externí odkaz: https://doaj.org/article/a2b643521d6542be9f5017a2718b980b

Measurement of two-neutrino double electron capture half-life of $^{124}$Xe with PandaX-4T

Autor: PandaX Collaboration, Bo, Zihao, Chen, Wei, Chen, Xun, Chen, Yunhua, Cheng, Zhaokan, Cui, Xiangyi, Fan, Yingjie, Fang, Deqing, Gao, Zhixing, Geng, Lisheng, Giboni, Karl, Guo, Xunan, Guo, Xuyuan, Guo, Zichao, Han, Chencheng, Han, Ke, He, Changda, He, Jinrong, Huang, Di, Huang, Houqi, Huang, Junting, Hou, Ruquan, Hou, Yu, Ji, Xiangdong, Ji, Xiangpan, Ju, Yonglin, Li, Chenxiang, Li, Jiafu, Li, Mingchuan, Li, Shuaijie, Li, Tao, Li, Zhiyuan, Lin, Qing, Liu, Jianglai, Lu, Congcong, Lu, Xiaoying, Luo, Lingyin, Luo, Yunyang, Ma, Wenbo, Ma, Yugang, Mao, Yajun, Meng, Yue, Ning, Xuyang, Pang, Binyu, Qi, Ningchun, Qian, Zhicheng, Ren, Xiangxiang, Shan, Dong, Shang, Xiaofeng, Shao, Xiyuan, Shen, Guofang, Shen, Manbin, Sun, Wenliang, Tao, Yi, Wang, Anqing, Wang, Guanbo, Wang, Hao, Wang, Jiamin, Wang, Lei, Wang, Meng, Wang, Qiuhong, Wang, Shaobo, Wang, Siguang, Wang, Wei, Wang, Xiuli, Wang, Xu, Wang, Zhou, Wei, Yuehuan, Wu, Weihao, Wu, Yuan, Xiao, Mengjiao, Xiao, Xiang, Xiong, Kaizhi, Xu, Yifan, Yao, Shunyu, Yan, Binbin, Yan, Xiyu, Yang, Yong, Ye, Peihua, Yu, Chunxu, Yuan, Ying, Yuan, Zhe, Yun, Youhui, Zeng, Xinning, Zhang, Minzhen, Zhang, Peng, Zhang, Shibo, Zhang, Shu, Zhang, Tao, Zhang, Wei, Zhang, Yang, Zhang, Yingxin, Zhang, Yuanyuan, Zhao, Li, Zhou, Jifang, Zhou, Jiaxu, Zhou, Jiayi, Zhou, Ning, Zhou, Xiaopeng, Zhou, Yubo, Zhou, Zhizhen

Detailed studies of two-neutrino double electron capture (2$\nu$DEC) is a crucial step towards searching for the neutrino-less mode to explore the Majorana nature of neutrinos. We have measured precisely the half-life of the 2$\nu$DEC process in $^{1

Externí odkaz: http://arxiv.org/abs/2411.14355

Topkima-Former: Low-energy, Low-Latency Inference for Transformers using top-k In-memory ADC

Autor: Dong, Shuai, Yang, Junyi, Peng, Xiaoqi, Shang, Hongyang, Ke, Ye, Yang, Xiaofeng, Liu, Hongjie, Basu, Arindam

Transformer model has gained prominence as a popular deep neural network architecture for neural language processing (NLP) and computer vision (CV) applications. However, the extensive use of nonlinear operations, like softmax, poses a performance bo

Externí odkaz: http://arxiv.org/abs/2411.13050

HELENE: Hessian Layer-wise Clipping and Gradient Annealing for Accelerating Fine-tuning LLM with Zeroth-order Optimization

Autor: Zhao, Huaqin, Li, Jiaxi, Pan, Yi, Liang, Shizhe, Yang, Xiaofeng, Liu, Wei, Li, Xiang, Dou, Fei, Liu, Tianming, Lu, Jin

Fine-tuning large language models (LLMs) poses significant memory challenges, as the back-propagation process demands extensive resources, especially with growing model sizes. Recent work, MeZO, addresses this issue using a zeroth-order (ZO) optimiza

Externí odkaz: http://arxiv.org/abs/2411.10696

TDGCN-Based Mobile Multiuser Physical-Layer Authentication for EI-Enabled IIoT

Autor: Meng, Rui, Zhao, Hangyu, Xu, Bingxuan, Wang, Yining, Xu, Xiaodong, Lv, Suyu, Tao, Xiaofeng, Zhang, Ping

Physical-Layer Authentication (PLA) offers endogenous security, lightweight implementation, and high reliability, making it a promising complement to upper-layer security methods in Edge Intelligence (EI)-empowered Industrial Internet of Things (IIoT

Externí odkaz: http://arxiv.org/abs/2411.08628