[13] S.M. Imtiaz, T. Amgalan, F.M. F. Hossain, R.K. Shinde, H. Kang, G. Baasantseren, K.C. Kwon*, and N. Kim*, "Advanced deep learning model for direct phase-only hologram generation using complex-valued neural networks," Neurocomputing 2025, DOI: 10.1016/j.neucom.2025.129672. (IF: 5.5) [Link]
[12] F.M.F. Hossain, H.Y. Wu, S.M. Imtiaz, M.B. Hossain, T. Amgalan, R.K. Shinde, K.C. Kwon, H.E. Kim, K.H. Yoo*, and N. Kim*, "U2-Net-Combined End-to-End Unsupervised Learning Method for Implementing Accurate Computer-Generated Phase-Only Hologram," IEEE Access 2025, DOI: 10.1109/ACCESS.2025.3538978. (IF: 3.4) [Link]
[11] R.K. Shinde, M.B. Hossain, S.N.R. Rizvi, S.M. Imtiaz, K.-C. Kwon, and N. Kim*, "DermSegNet: Smart IoT model for multi-class dermatological lesion diagnosis using adaptive segmentation and improved EfficientNetB3," Applied Intelligence 2024, DOI: 10.1007/s10489-024-05520-z. (IF: 3.4) [Link]
[10] M.B. Hossain, R.K. Shinde, S.M. Imtiaz, F.M.F. Hossain, S.-H. Jeon, K.-C. Kwon, and N. Kim*, "Swin Transformer and the Unet Architecture to Correct Motion Artifacts in Magnetic Resonance Image Reconstruction", International Journal of Biomedical Imaging 2024, vol. 2024, Article ID 8972980, DOI: 10.1155/2024/8972980. (IF: 3.3) [Link]
[09] S.M. Imtiaz, K.-C. Kwon, F.M.F. Hossain, M.B. Hossain, R.K. Shinde, S.-K. Gil, and N. Kim*, “Enhanced 3D Point Cloud Reconstruction for Light Field Microscopy Using U-Net-based Convolutional Neural Networks”, Computer Systems Science and Engineering 2023, vol. 47(3), pp. 2921-2937, DOI: 10.32604/csse.2023.040205. (IF: 2.2) [Link].
[08] M.B. Hossain, K.-C. Kwon, R.K. Shinde, S.M. Imtiaz, and N. Kim* “A hybrid residual attention convolutional neural network for compressed sensing magnetic resonance image reconstruction”, Diagnostics 2023, vol. 13, no. 7, pp. 1306, DOI: 10.3390/diagnostics13071306. (IF: 3.0) [Link].
[07] K.H. Kwon, M.-U. Erdenebat, N. Kim, A. Khuderchuluun, S.M. Imtiaz, M.Y. Kim*, and K.-C Kwon*, “High-quality 3D visualization system for light-field microscopy with fine-scale shape measurement through accurate 3D surface data”, Sensors 2023, vol. 23, no. 2173, DOI: 10.3390/s23042173. (IF: 3.4) [Link].
[06] M.B. Hossain, K.-C. Kwon, S.M. Imtiaz, O.-S. Nam, S.-H. Jeon, and N. Kim* “De-aliasing and accelerated sparse magnetic resonance image reconstruction using fully dense cnn with attention gates”, Bioengineering 2023, vol. 10, no. 22, DOI: 10.3390/bioengineering10010022. (IF: 3.8) [Link].
[05] R.K. Shinde, M.S. Alam, M.B. Hossain, S.M. Imtiaz, J. Kim, A.A. Padwal, and N. Kim*, “Squeeze-MNet: Precise skin cancer detection model for low computing IoT devices using transfer learning”, Cancers 2023, vol. 15, no. 12, DOI: 10.3390/cancers15010012. (IF: 4.5) [Link].
[04] M.S. Alam, K.-C. Kwon, S.M. Imtiaz, M.B. Hossain, B.-G. Kang, and N. Kim*, “TARNet: An efficient and lightweight trajectory-based air-writing recognition model using a CNN and LSTM network”, Human Behavior and Emerging Technologies 2022, vol. 2022, Article ID 6063779, DOI: 10.1155/1970/6063779. (IF: 10.3) [Link].
[03] S.M. Imtiaz, K.-C. Kwon, M.B. Hossain, M.S. Alam, S.-H. Jeon, and N. Kim*, “Depth estimation for integral imaging microscopy using a 3D–2D CNN with a weighted median filter”, Sensors 2022, vol. 22, pp.5288, DOI: 10.3390/s22145288. (IF: 3.9) [Link].
[02] S.M. Imtiaz, K.-C. Kwon, M.S. Alam, M.B. Hossain, N. Changsup, and N. Kim*, “Identification and correction of microlens-array error in an integral-imaging-microscopy system”, Current Optics and Photonics 2021, vol. 5(5), pp. 524-531, DOI: 10.3807/COPP.2021.5.5.524. (IF: 0.879) [Link].
[01] M.S. Alam, K.-C. Kwon; M.A. Alam, M.Y. Abbass, S.M. Imtiaz, and N. Kim*, “Trajectory-based air-writing recognition using deep neural network and depth sensor”, Sensors 2020, vol. 20, no. 376, DOI: 10.3390/s20020376. (IF: 3.576) [Link].
[27] Y. Lee, J. Jungsik, S.M. Imtiaz, J. Jang, "Coastal Routes Prediction of Ships Using 2D-CNN and LSTM" in the Proc. of the 2025 Spring Academic Conference hosted by the Korean Institute of Intelligent Systems (KIIS), Gyeongbuk, South Korea, April 2025. (Achieved best paper award) [Link]
[26] S.M. Imtiaz, F.M.F. Hossain, N. Darkhanbaatar, E. Dashdavaa, T. Amgalan, K.C. Kwon, S.-H. Jeon, N. Kim*, "4K Computer Generated Hologram Using Encoding-Decoding CNN Model" in Proc. of the 24th International Meeting on Information Display (IMID-2024), Jeju, South Korea, August 2024. [Link]
[25] F.M.F. Hossain, S.M. Imtiaz, K.Y. Lee, H.Y. Wu, K.C. Kwon, N. Kim*, "U2-Net Architecture Contingent Intelligent Depth Map Extraction Method Using Light Field Images" in Proc. of the CLEO Pacific Rim 2024, Incheon, South Korea, August 2024. [Link]
[24] S.M. Imtiaz, F.M.F. Hossain, N. Darkhanbaatar, E. Dashdavaa, K.C. Kwon, S.-H. Jeon, N. Kim*, "Estimating Depth Map from Light Field Microscopic Images Using Attention UNET" in Proc. of the CLEO Pacific Rim 2024, Incheon, South Korea, August 2024. [Link]
[23] M.U. Erdenebat, K.C. Kwon, S.M. Imtiaz, H.R. Kim, J.R. Jung, and N. Kim*, “Holographic see-through display system with 3D/2D switchable modes based on liquid-crystalline lens array and one-shot learning model” in Proc. of the Optical Architectures for Displays and Sensing in Augmented, Virtual, and Mixed Reality (AR, VR, MR) V, San Francisco, USA, March 2024. [Link]
[22] S.M. Imtiaz, A. Khuderchuluun, F.M.F. Hossain, M.U. Erdenebat, K.-C. Kwon, S.-K. Gil, and N. Kim*, “3D reconstruction for integral imaging microscopy system using deep neural networks”, in Proc. of the 23rd International Meeting on Information Display (IMID-2023), Busan, South Korea, August 2023. [Link]
[21] M.U. Erdenebat, A. Khuderchuluun, N. Darkhanbaatar, O-S. Nam, J. H. Kim, S. M. Imtiaz, K.-C. Kwon, S.-K. Gil, H.-R. Kim, and N. Kim*, "Liquid-Crystalline Lens Array-Based 3D/2D Switchable Augmented Reality Display System Using One-Shot Learning Model" in Proc. of the 3D Image Acquisition and Display: Technology, Perception, and Applications, Toulouse, France, August 2023. [Link]
[20] N. Darkhanbaatar, S.M. Imtiaz, M.B. Hossain, H.-Y. Wu, C.-W. Shin, J.-R. Jeong, S.G. Park, and N. Kim*, "Fill factor analysis of holographic micromirror array for 3D augmented-reality system," in Proc. of the Optical Architectures for Displays and Sensing in Augmented, Virtual, and Mixed Reality (AR, VR, MR) IV, San Francisco, California, USA, March 2023. [Link]
[19] T. Amgalan, M.-U. Erdenebat, S.M. Imtiaz, M.B. Hossain, FMF Hossain, K.C. Kwon, and N. Kim*, "Advanced layering method for deep neural network-based 3D model generation from real-world object using depth-position mapping," in Proc. of the 12th Korea-Japan Workshop on Digital Holography and Information Photonics, Iksan, South Korea, December 2022. [Link]
[18] S.M. Imtiaz, A. Khuderchuluun, M.-U. Erdenebat, K.-C. Kwon, M.B. Hossain, H. Kang, J.-R. Jeong, and N. Kim*, "Three-dimensional display system for an integral imaging microscope using a deep neural network and augmented reality," in Proc. of the 22nd International Meeting on Information Display (IMID-2022), Busan, South Korea, August 2022. [Link]
[17] M.B. Hossain, J.H. Kim, O.-S. Nam, T. Amgalan, S.M. Imtiaz, K.Y. Lee, S.G. Park, and N. Kim*, "End-to-End Generative Adversarial Networks for Accelerated Magnetic Resonance Image Reconstruction," in Proc. of the 22nd International Meeting on Information Display (IMID-2022), Busan, South Korea, August 2022. [Link]
[16] S.M. Imtiaz, O.S. Nam, J.H. Kim, M.B. Hossain, S.H. Jeon, and N. Kim*, "Occlusion-aware depth estimation for integral imaging microscopy system using a deep-learning method," in Conf. of the Optics and Photonics Congress (OPC 2022), Busan, South Korea, July 2022. [Link]
[15] M.B. Hossain, T. Amgalan, S.M. Imtiaz, R. Shindae, K.Y. Lee, and N. Kim*, "Accelerated magnetic resonance image reconstruction using Swin Transformer and UNet method," in Proc. of the Optics and Photonics Congress (OPC 2022), Busan, South Korea, July 2022. [Link]
[14] S.M. Imtiaz, A. Khuderchuluun, M.U. Erdenebat, K.C. Kwon, M.B. Hossain, H. Kang, and N. Kim*, “Deep learning-based depth estimation technique for integral imaging microscopy system”, in the 29th Conference on Optoelectronics and Optical Communication (COOC 2022), South Korea, May 2022. [Link]
[13] M.B. Hossain, J.H. Kim, O.S. Nam, R. Shindae, S.M. Imtiaz, S.H. Jeon, and N. Kim*, “Accelerated magnetic resonance image reconstruction from under-sampled k-space data using convolutional neural networks”, in the 29th Conf. on Optoelectronics and Optical Communication (COOC 2022), Busan, South Korea, May 2022. [Link]
[12] E. Dashdavaa, S.M. Imtiaz, M.B. Hossain, H.-Y. Wu, H. Kang, J.-R. Jeong, and N. Kim*, "Holographic optical element (HOE) recording technique for see-through AR-NED display using holographic printing," in Proc. of the Digital Holography and Three-Dimensional Imaging 2022, Online, Cambridge, UK, August, 2022. [Link]
[11] A. Khuderchuluun, E. Dashdavaa, O.S. Nam, S.M. Imtiaz, K.-C. Kwon, H. Kang, S.H. Jeon, and N. Kim*, “Full-color holographic stereogram printing based on effective digital content generation using IDP algorithm”, in the Conference on Practical Holography XXXVI: Displays, Materials, and Applications, San Francisco, USA, March 2022. [Link]
[10] M.B. Hossain, S.M. Imtiaz, M.S. Alam, R.K. Shinde, K.Y. Lee, S.G. Park, and N. Kim*, “Dual-domain MRI reconstruction using CNN-GAN networks removing aliasing and blurring artifacts”, in Proc. of the 2021 Photonics Conference (PC 2021), Pyeongchang, South Korea, December 2021. [Link]
[09] S.M. Imtiaz, K.-C. Kwon, M. B. Hossain, N. Darkhanbaatar, O.S. Nam, R. Shinde, C.W. Shin, H. Kang, S.H. Jeon, and N. Kim*, “Microlens Array Rotational Error Calibration Method for Integral Imaging Microscopy System”, in Proc. of the SPIE. Advanced Biophotonics Conference (SPIE. ABC 2021), Busan, South Korea, November 2021. [Link]
[08] S.M. Imtiaz, K.-C. Kwon, O.S. Nam, S.H. Jeon, S.K. Gil, and N. Kim*, “User interactive display system for integral imaging microscopy using a head tracking camera”, in Proc. of the 21st International Meeting on Information Display (IMID-2021), Online only, South Korea, August 2021. [Link]
[07] A. Khuderchuluun, E. Dashdavaa, S.M. Imtiaz, J. H. Kim, H. Kang, and N. Kim*, “Comparison Between Rectangular and Hexagonal Hogel for Holographic Stereogram Printer Based on Integral Imaging”, in Proc. of the Digital Holography and Three-Dimensional Imaging 2021, Washington, DC, USA, July 2021. [Link]
[06] M.S. Alam, K.C. Kwon, S.M. Imtiaz, M. B. Hossain, R. Shinde, J.H. Kim, and N. Kim*, “Air-writing recognition using a fusion CNN-LSTM neural network”, in the 8th International Conference on Electronics, Electrical Engineering, Computer Science: Innovation and Convergence (8th EEECS 2021), Jeju, South Korea, July 2021. [Link]
[05] S.M. Imtiaz, K.-C. Kwon, O.S. Nam, S.H. Jeon, and N. Kim*, “User interactive 3D display system for integral imaging microscopy using a tracking camera”, in the 28th Optoelectronics and Optical Communication Conference, South Korea, June 2021. [Link]
[04] M.S. Alam, K.-C. Kwon, S.M. Imtiaz, J.K. Pan, J.R. Jeong, and N. Kim*, “User interactive high-resolution multi-view display system using a three-dimensional head-tracking camera”, Proc. SPIE 11708, Advances in Display Technologies XI (SPIE.), Online Only, March 2021. [Link]
[03] S.M. Imtiaz, M.S. Alam, M.Y. Abbass, K.-C. Kwon, S.H. Jeong, S.K. Gil, and N. Kim*, “Microlens array displacement calibration method for integral imaging microscopy system”, in the conf. of the Photonics Conference, South Korea, November 2020. [Link]
[02] S.M. Imtiaz, M.Y. Abbass, K.-C. Kwon, J. Jeong, and N. Kim*, “Centroid Shift Calibration of Microlens Array for Integral Image Microscope”, in the 20th International Meeting on Information Display (IMID-2020), Seoul (Online), South Korea, August 2020. [Link]
[01] M.S. Alam, K.C. Kwon, M. Erdenebat, Y. Lim, S.M. Imtiaz, M.A. Sufian, S. Jeon, and N. Kim*, “Resolution Enhancement of an Integral Imaging Microscopy Using Generative Adversarial Network”, in 14th Pacific Rim Conference on Lasers and Electro-Optics, Sydney, Australia, August 2020. [Link]
[00] M.A. Hossain, M.B. Hossain, M.S. Uddin, and S.M. Imtiaz, "Performance Analysis of Different Cryptography Algorithms," International Journal of Advanced Research in Computer Science and Software Engineering 2016, vol. 6, no. 3. [Link]
* Corresponding author, IF = Impact factor