Search Results for author: Ning Zhao

Found 5 papers, 0 papers with code

Human-machine cooperation: optimization of drug retrieval sequencing in automated drug dispensing systems

no code implementations18 Dec 2023 Mengge Yuan, Kan Wu, Ning Zhao

Through experimental comparisons of average picking times for prescription orders under various operational conditions, we demonstrate that a system layout design incorporating two input/output points significantly enhances the efficiency of prescription order fulfilment within a human-machine cooperation environment.

Layout Design Retrieval

Fully Automated Deep Learning-enabled Detection for Hepatic Steatosis on Computed Tomography: A Multicenter International Validation Study

no code implementations27 Oct 2022 Zhongyi Zhang, Guixia Li, Ziqiang Wang, Feng Xia, Ning Zhao, Huibin Nie, Zezhong Ye, Joshua Lin, Yiyi Hui, Xiangchun Liu

To automate the process, we validated an existing artificial intelligence (AI) system for 3D liver segmentation and used it to purpose a novel method: AI-ROI, which could automatically select the ROI for attenuation measurements.

Computed Tomography (CT) Liver Segmentation +1

Is the Skip Connection Provable to Reform the Neural Network Loss Landscape?

no code implementations10 Jun 2020 Lifu Wang, Bo Shen, Ning Zhao, Zhiyuan Zhang

In this paper, we follow this line to study the topology (sub-level sets) of the loss landscape of deep ReLU neural networks with a skip connection and theoretically prove that the skip connection network inherits the good properties of the two-layer network and skip connections can help to control the connectedness of the sub-level sets, such that any local minima worse than the global minima of some two-layer ReLU network will be very ``shallow".

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