Deep learning based approach on interferometric plasmonic microscopy images for efficient detection of nanoparticle

被引：0

作者：

Moon, Gwiyeong ^{[1
]}

Son, Taehwang ^{[1
]}

Lee, Hongki ^{[1
,2
]}

Kim, Donghyun ^{[1
]}

机构：

[1] Yonsei Univ, Sch Elect & Elect Engn, 50 Yonsei Ro, Seoul 03722, South Korea

[2] Univ Calif San Diego, Dept Elect & Comp Engn, La Jolla, CA 92093 USA

来源：

PLASMONICS: DESIGN, MATERIALS, FABRICATION, CHARACTERIZATION, AND APPLICATIONS XX | 2022年 / 12197卷

基金：

新加坡国家研究基金会;

关键词：

surface plasmon scattering; surface plasmon resonance; deep learning; CLASSIFICATION; TRANSMISSION; MOBILE;

D O I：

10.1117/12.2632959

中图分类号：

O64 [物理化学（理论化学）、化学物理学];

学科分类号：

070304 ; 081704 ;

摘要：

We investigate the method to analyze interferometric plasmonic microscopy (IPM) images using a deep learning approach. An IPM image was generated by employing an optical model: the image intensity was formed by reflected and scattered fields. Convolutional neural network was utilized for the classification of IPM images. Conventional detection method based on fourier filtering was taken for comparison with the proposed method. It was confirmed that deep learning improves the performance significantly, in particular, robustness to noise. These results suggested applicability of deep learning beyond IPM images with higher efficiency.

引用

页数：7

共 50 条

[41] A deep learning-based tool for the automated detection and analysis of caveolae in transmission electron microscopy images [J].

Aboy-Pardal, Maria C. M. ;

Jimenez-Carretero, Daniel ;

Terres-Dominguez, Sara ;

Pavon, Dacil M. ;

Sotodosos-Alonso, Laura ;

Jimenez-Jimenez, Victor ;

Sanchez-Cabo, Fatima ;

Del Pozo, Miguel A. .

COMPUTATIONAL AND STRUCTURAL BIOTECHNOLOGY JOURNAL, 2023, 21 :224-237

[42] A Cloud Approach for Melanoma Detection Based on Deep Learning Networks [J].

Biasi, Luigi Di ;

Citarella, Alessia Auriemma ;

Risi, Michele ;

Tortora, Genoveffa .

IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2022, 26 (03) :962-972

[43] A novel deep learning-based approach for malware detection [J].

Shaukat, Kamran ;

Luo, Suhuai ;

Varadharajan, Vijay .

ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2023, 122

[44] DEEP LEARNING METHOD FOR PROBABILISTIC PARTICLE DETECTION AND TRACKING IN FLUORESCENCE MICROSCOPY IMAGES [J].

Spilger, Roman ;

Lee, Ji Young ;

Minh Tu Pham ;

Bartenschlager, Ralf ;

Rohr, Karl .

2023 IEEE 20TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING, ISBI, 2023,

[45] Combined Detection and Segmentation of Cell Nuclei in Microscopy Images Using Deep Learning [J].

Ram, Sundaresh ;

Nguyen, Vicky T. ;

Limesand, Kirsten H. ;

Rodriguez, Jeffrey J. .

2020 IEEE SOUTHWEST SYMPOSIUM ON IMAGE ANALYSIS AND INTERPRETATION (SSIAI 2020), 2020, :26-29

[46] A Deep Learning Approach for the Detection of Neovascularization in Fundus Images Using Transfer Learning [J].

Tang, Michael Chi Seng ;

Teoh, Soo Siang ;

Ibrahim, Haidi ;

Embong, Zunaina .

IEEE ACCESS, 2022, 10 :20247-20258

[47] An Efficient DenseNet-Based Deep Learning Model for Malware Detection [J].

Hemalatha, Jeyaprakash ;

Roseline, S. Abijah ;

Geetha, Subbiah ;

Kadry, Seifedine ;

Damasevicius, Robertas .

ENTROPY, 2021, 23 (03)

[48] Accurate and Efficient Algorithm for Detection of Alzheimer Disability Based on Deep Learning [J].

Alfayez, Fayez ;

Rozov, Sergey ;

El Tokhy, Mohamed S. .

CELLULAR PHYSIOLOGY AND BIOCHEMISTRY, 2024, 58 (06) :739-755

[49] Deep Learning Approach for Automated Detection of Myopic Maculopathy and Pathologic Myopia in Fundus Images [J].

Du, Ran ;

Xie, Shiqi ;

Fang, Yuxin ;

Igarashi-Yokoi, Tae ;

Moriyama, Muka ;

Ogata, Satoko ;

Tsunoda, Tatsuhiko ;

Kamatani, Takashi ;

Yamamoto, Shinji ;

Cheng, Ching-Yu ;

Saw, Seang-Mei ;

Ting, Daniel ;

Wong, Tien Y. ;

Ohno-Matsui, Kyoko .

OPHTHALMOLOGY RETINA, 2021, 5 (12) :1235-1244

[50] A deep learning approach in automated detection of schizophrenia using scalogram images of EEG signals [J].

Aslan, Zulfikar ;

Akin, Mehmet .

PHYSICAL AND ENGINEERING SCIENCES IN MEDICINE, 2022, 45 (01) :83-96

← 1 2 3 4 5 →