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  Department of Robotics and Mechatronics Engineering Intelligent Imaging and Vision Systems Laboratory

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Article
Automated phenotypic analysis and classification of drug-treated cardiomyocytes via synergized time-lapse holographic imaging and deep learning
  • Ahmadzadeh, Ezat ; 
  • Park, Seonghwan ; 
  • Kim, Youhyun ; 
  • Moon, Inkyu
  • 2025-09
  • Ahmadzadeh, Ezat. (2025-09). Automated phenotypic analysis and classification of drug-treated cardiomyocytes via synergized time-lapse holographic imaging and deep learning. Computer Methods and Programs in Biomedicine, 269. doi: 10.1016/j.cmpb.2025.108890
  • Elsevier
  • View : 255
  • Download : 0
Article
Multiparty Random Phase Wrapping Secret-Sharing Systems for Visual Data Security
  • Kim, Youhyun ; 
  • Jeong, Ongee ; 
  • Moon, Inkyu ; 
  • Javidi, Bahram
  • 2025-05
  • Kim, Youhyun. (2025-05). Multiparty Random Phase Wrapping Secret-Sharing Systems for Visual Data Security. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 55(5), 3586–3600. doi: 10.1109/TSMC.2025.3541827
  • IEEE Advancing Technology for Humanity
  • View : 239
  • Download : 0

Quantitative analysis of the dexamethasone side effect on human-derived young and aged skeletal muscle by myotube and nuclei segmentation using deep learning

Article
Quantitative analysis of the dexamethasone side effect on human-derived young and aged skeletal muscle by myotube and nuclei segmentation using deep learning
  • 2025-01
  • Park, Seonghwan. (2025-01). Quantitative analysis of the dexamethasone side effect on human-derived young and aged skeletal muscle by myotube and nuclei segmentation using deep learning. Bioinformatics, 41(1). doi: 10.1093/bioinformatics/btae658
  • Oxford University Press
  • View : 207
  • Download : 26

Privacy-Preserving Image Captioning with Partial Encryption and Deep Learning

Article
Privacy-Preserving Image Captioning with Partial Encryption and Deep Learning
  • 2025-02
  • Martin, Antoinette Deborah. (2025-02). Privacy-Preserving Image Captioning with Partial Encryption and Deep Learning. Mathematics, 13(4). doi: 10.3390/math13040554
  • MDPI
  • View : 184
  • Download : 61

Automated fast label-free quantification of cardiomyocyte dynamics with raw holograms for cardiotoxicity screening

Article
Automated fast label-free quantification of cardiomyocyte dynamics with raw holograms for cardiotoxicity screening
  • Moon, Inkyu ; 
  • Ahmadzadeh, Ezat ; 
  • Kim, Youhyun ; 
  • Rappaz, Benjamin ; 
  • Turcatti, Gerardo
  • 2025-02
  • Moon, Inkyu. (2025-02). Automated fast label-free quantification of cardiomyocyte dynamics with raw holograms for cardiotoxicity screening. Biomedical Optics Express, 16(2), 398–414. doi: 10.1364/BOE.542362
  • The Optical Society
  • View : 223
  • Download : 26
Article
New Complex Sinusoidal Waveform-Based Zero-Knowledge Proof Systems for Efficient Anonymous Authentication
  • Kim, Youhyun ; 
  • Jeong, Ongee ; 
  • Choi, Kevin ; 
  • Moon, Inkyu ; 
  • Javidi, Bahram
  • 2024-12
  • Kim, Youhyun. (2024-12). New Complex Sinusoidal Waveform-Based Zero-Knowledge Proof Systems for Efficient Anonymous Authentication. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 54(12), 7710–7720. doi: 10.1109/TSMC.2024.3460801
  • IEEE Advancing Technology for Humanity
  • View : 148
  • Download : 0

Comprehensive Neural Cryptanalysis on Block Ciphers Using Different Encryption Methods

Article
Comprehensive Neural Cryptanalysis on Block Ciphers Using Different Encryption Methods
  • 2024-07
  • Jeong, Ongee. (2024-07). Comprehensive Neural Cryptanalysis on Block Ciphers Using Different Encryption Methods. Mathematics, 12(13). doi: 10.3390/math12131936
  • MDPI
  • View : 242
  • Download : 38
Article
Automated phase reconstruction and super-resolution with deep learning in digital holography
  • 2024-09
  • Park, Seonghwan. (2024-09). Automated phase reconstruction and super-resolution with deep learning in digital holography. Optics and Laser Technology, 176. doi: 10.1016/j.optlastec.2024.111030
  • Elsevier
  • View : 316
  • Download : 0
Article
Automated classification of elliptical cancer cells with stain-free holographic imaging and self-supervised learning
  • Rehman, Abdur ; 
  • An, Hyunbin ; 
  • Park, Seonghwan ; 
  • Moon, Inkyu
  • 2024-07
  • Rehman, Abdur. (2024-07). Automated classification of elliptical cancer cells with stain-free holographic imaging and self-supervised learning. Optics and Laser Technology, 174. doi: 10.1016/j.optlastec.2024.110646
  • Elsevier
  • View : 268
  • Download : 0
Article
Equilibrium Optimization Algorithm with Deep Learning Enabled Prostate Cancer Detection on MRI Images
  • Yang, Eunmok ; 
  • Shankar, K. ; 
  • Kumar, Sachin ; 
  • Seo, Changho ; 
  • Moon, Inkyu
  • 2023-12
  • Yang, Eunmok. (2023-12). Equilibrium Optimization Algorithm with Deep Learning Enabled Prostate Cancer Detection on MRI Images. Biomedicines, 11(12). doi: 10.3390/biomedicines11123200
  • MDPI
  • View : 183
  • Download : 29
Article
Automated Stain-Free Holographic Image-Based Phenotypic Classification of Elliptical Cancer Cells
  • Jaferzadeh, Keyvan ; 
  • Son, Seungwoo ; 
  • Rehman, Abdur ; 
  • Park, Seonghwan ; 
  • Moon, Inkyu
  • 2023-01
  • Jaferzadeh, Keyvan. (2023-01). Automated Stain-Free Holographic Image-Based Phenotypic Classification of Elliptical Cancer Cells. Advanced Photonics Research, 4(1). doi: 10.1002/adpr.202200043
  • Wiley-VCH
  • View : 332
  • Download : 30
Article
Automated Classical Cipher Emulation Attacks via Unified Unsupervised Generative Adversarial Networks
  • 2023-09
  • Park, Seonghwan. (2023-09). Automated Classical Cipher Emulation Attacks via Unified Unsupervised Generative Adversarial Networks. Cryptography, 7(3). doi: 10.3390/cryptography7030035
  • MDPI AG
  • View : 210
  • Download : 28
Article
Adaptive transfer learning-based cryptanalysis on double random phase encoding
  • 2024-01
  • Jeong, Ongee. (2024-01). Adaptive transfer learning-based cryptanalysis on double random phase encoding. Optics and Laser Technology, 168. doi: 10.1016/j.optlastec.2023.109916
  • Elsevier
  • View : 361
  • Download : 0
Article
Automated Dual-Mode Cell Monitoring To Simultaneously Explore Calcium Dynamics and Contraction-Relaxation Kinetics within Drug-Treated Stem Cell-Derived Cardiomyocytes
  • Jaferzadeh, Keyvan ; 
  • Rappaz, Benjamin ; 
  • Kim, Youhyun ; 
  • Kim, Bo-Kyung ; 
  • Moon, Inkyu ; 
  • Marquet, Pierre ; 
  • Turcatti, Gerardo
  • 2023-06
  • Jaferzadeh, Keyvan. (2023-06). Automated Dual-Mode Cell Monitoring To Simultaneously Explore Calcium Dynamics and Contraction-Relaxation Kinetics within Drug-Treated Stem Cell-Derived Cardiomyocytes. ACS Sensors, 8(7), 2533–2542. doi: 10.1021/acssensors.3c00073
  • American Chemical Society
  • View : 314
  • Download : 0
Article
Fast automated quantitative phase reconstruction in digital holography with unsupervised deep learning
  • 2023-08
  • Park, Seonghwan. (2023-08). Fast automated quantitative phase reconstruction in digital holography with unsupervised deep learning. Optics and Lasers in Engineering, 167. doi: 10.1016/j.optlaseng.2023.107624
  • Elsevier Ltd
  • View : 343
  • Download : 0

Privacy-Preserving Image Captioning with Deep Learning and Double Random Phase Encoding

Article
Privacy-Preserving Image Captioning with Deep Learning and Double Random Phase Encoding
  • Martin, Antoinette Deborah ; 
  • Ahmadzadeh, Ezat ; 
  • Moon, Inkyu
  • 2022-08
  • Martin, Antoinette Deborah. (2022-08). Privacy-Preserving Image Captioning with Deep Learning and Double Random Phase Encoding. Mathematics, 10(16). doi: 10.3390/math10162859
  • MDPI AG
  • View : 374
  • Download : 29
Article
Deep Learning-Based Phenotypic Assessment of Red Cell Storage Lesions for Safe Transfusions
  • Kim, Eunji ; 
  • Park, Seonghwan ; 
  • Hwang, Seung-Hyeon ; 
  • Moon, Inkyu ; 
  • Javidi, Bahram
  • 2022-03
  • Kim, Eunji. (2022-03). Deep Learning-Based Phenotypic Assessment of Red Cell Storage Lesions for Safe Transfusions. IEEE Journal of Biomedical and Health Informatics, 26(3), 1318–1328. doi: 10.1109/JBHI.2021.3104650
  • Institute of Electrical and Electronics Engineers Inc.
  • View : 490
  • Download : 0
Article
A Deep Bidirectional LSTM-GRU Network Model for Automated Ciphertext Classification
  • Ahmadzadeh, Ezat ; 
  • Kim, Hyunil ; 
  • Jeong, Ongee ; 
  • Kim, Namki ; 
  • Moon, Inkyu
  • 2022-01
  • Ahmadzadeh, Ezat. (2022-01). A Deep Bidirectional LSTM-GRU Network Model for Automated Ciphertext Classification. IEEE Access, 10, 3228–3237. doi: 10.1109/ACCESS.2022.3140342
  • Institute of Electrical and Electronics Engineers Inc.
  • View : 520
  • Download : 0

Automated phase unwrapping in digital holography with deep learning

Article
Automated phase unwrapping in digital holography with deep learning
  • 2021-11
  • Park, Seonghwan. (2021-11). Automated phase unwrapping in digital holography with deep learning. Biomedical Optics Express, 12(11), 7064–7081. doi: 10.1364/BOE.440338
  • The Optical Society
  • View : 579
  • Download : 118
Article
Privacy-Preserving Image Classification With Deep Learning and Double Random Phase Encoding
  • 2021-09
  • Yi, Faliu. (2021-09). Privacy-Preserving Image Classification With Deep Learning and Double Random Phase Encoding. IEEE Access, 9, 136126–136134. doi: 10.1109/ACCESS.2021.3116876
  • Institute of Electrical and Electronics Engineers Inc.
  • View : 661
  • Download : 0
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