Deep Learning-Driven Insights into Cell Migration Dynamics

被引：0

作者：

Shrestha, Shruti ^{[1
]}

Jiang, Yi ^{[1
]}

Edirisinghe, Neranjan Suranga ^{[1
]}

机构：

[1] Georgia State Univ, Atlanta, GA 30303 USA

来源：

PRACTICE AND EXPERIENCE IN ADVANCED RESEARCH COMPUTING 2024, PEARC 2024 | 2024年

基金：

美国国家科学基金会;

关键词：

Deep Learning; Computer Vision; Autoencoders; Dimensionality Reduction; Medical Imaging;

D O I：

10.1145/3626203.3670626

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper presents a novel approach to discovering migrating vs. nonmigrating cells by implementing variational autoencoder architecture and training across a high-performance computing platform. The process workflow undergoes data preprocessing, training, and inferencing a deep learning architecture. The discussion covers the implementation of various hyperparameter testing throughout the study, along with the findings on training deep learning on multi-gpu vs. multi-node systems.

引用

页数：5

共 50 条

[41] Web server-based deep learning-driven predictive models for respiratory toxicity of environmental chemicals: Mechanistic insights and interpretability
Li, Na
Chen, Zhaoyang
Zhang, Wenhui
Li, Yan
Huang, Xin
Li, Xiao
JOURNAL OF HAZARDOUS MATERIALS, 2025, 489
[42] Deep Learning-driven Automatic Estimation of Smartphone Installation Angles for Vehicle Navigation
Wang, Jingxian
Ding, Weihao
Cui, Bingbo
Shao, Jianbo
Weng, Duojie
Chen, Wu
2023 IEEE/ION POSITION, LOCATION AND NAVIGATION SYMPOSIUM, PLANS, 2023, : 137 - 142
[43] Deep Learning-driven Explainable AI using Generative Adversarial Network (GAN)
Maan, Jitendra
2022 IEEE 19TH INDIA COUNCIL INTERNATIONAL CONFERENCE, INDICON, 2022,
[44] Deep learning-driven adaptive optics for single-molecule localization microscopy
Zhang, Peiyi
Ma, Donghan
Cheng, Xi
Tsai, Andy P.
Tang, Yu
Gao, Hao-Cheng
Fang, Li
Bi, Cheng
Landreth, Gary E.
Chubykin, Alexander A.
Huang, Fang
NATURE METHODS, 2023, 20 (11) : 1748 - 1758
[45] Deep learning-driven UFIR filter for enhanced GNSS/PDR pedestrian localization
Dou, Jie
Hu, Fen
Dou, Lei
MEASUREMENT SCIENCE AND TECHNOLOGY, 2024, 35 (12)
[46] Leveraging electrocardiography signals for deep learning-driven cardiovascular disease classification model
Alqahtani, Hamed
Aldehim, Ghadah
Alruwais, Nuha
Assiri, Mohammed
Alneil, Amani A.
Mohamed, Abdullah
HELIYON, 2024, 10 (16)
[47] Deep learning-driven automatic detection of mucilage event in the Sea of Marmara, Turkey
Kemal Hacıefendioğlu
Hasan Basri Başağa
Osman Tuğrul Baki
Adem Bayram
Neural Computing and Applications, 2023, 35 : 7063 - 7079
[48] Deep learning-driven end-to-end segmentation of Martian river valleys
Ding, Jian
Liu, Jin
Ning, Xiaolin
Gui, Mingzhen
Kang, Zhiwei
ADVANCES IN SPACE RESEARCH, 2023, 72 (05) : 1870 - 1883
[49] Deep Learning-Driven Target Volume Delineation for Prostate Cancer Radiation Therapy
Wu, Y.
Kovalchuk, N.
Hsu, A.
Han, B.
Zhao, W.
Wang, L.
Rong, Y.
Xing, L.
MEDICAL PHYSICS, 2018, 45 (06) : E162 - E162
[50] SpFusionNet: deep learning-driven brain image fusion with spatial frequency analysis
Raj, Sumit
Singh, Binod Kumar
MULTIMEDIA TOOLS AND APPLICATIONS, 2024, 83 (35) : 82983 - 83004

← 1 2 3 4 5 →