Online Proceeding
| Time (KST) | Title | Presenter | Session Chair | |
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11:00 ~ 11:10 / February 22, 2022 (Tuesday) | Opening | Prof. Yeong Min Jang, General Chair | Prof. Sang-Chul Kim (Kookmin University, Korea) |
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Welcome Speech I | Prof. Yoan Shin, President of KICS | ||
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Welcome Speech II | Prof. Lingyang Song, Chair of IEEE ComSoc Cognitive Network TC | ||
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11:10 ~ 11:40 / February 22, 2022 (Tuesday) | Keynote Speech I: AI Enabled Smart Data for Smart Cities | Prof. Jinchang Ren (Robert Gordon University) | |
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11:40 ~ 12:10 / February 22, 2022 (Tuesday) | Keynote Speech II: AI Policy in Korea and Its Implication for Responding COVID-19 Pandemic | Dr. Seong-Ju Kang (Vice Chair of Korea Intelligent IoT Association (KIoT) |
| Time (KST) | Title | Presenter | Session Chair | |
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15:00 ~ 16:00 / February 21, 2022 (Monday) | Tutorial I: Deep Learning and Its Applications to Radio Map Construction | Prof. Katsuya Suto (University of Electro-Communications) | Prof. Mikio Hasegawa (Tokyo University of Science) |
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14:00 ~ 15:00 / February 22, 2022 (Tuesday) | Tutorial II: Knowledge Embeddings to Attack Multi-stage Inference Problems in Reasoning, Learning, and Decision Making | Prof. Yexiang Xue (Purdue University) | Prof. Wansu Lim (Kumoh National Institute of Technology) |
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14:00 ~ 14:50 / February 23, 2022 (Wednesday) | Tutorial III: Facial Emotion Recognition with Deep Learning | Prof. Dong Seog Han, (Kyungpook National University) | Prof. Youn-Hee Han (Korea University of Technology and Education) |
Paper Presentation
Oral Presentation |
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| No. | Title / Authors | Paper / Q&A | Presentation |
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February 21 (Monday), 2022 | |||
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Session 1A. Information and Communications Technology I
Session Chair: Prof. Wooyeol Choi (Chosun University), 16:30-17:30 (KST) |
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1A-1 |
Classification and Discretization of Shadowing Toward Low Storage Radio Map Keita Katagiri * ; Takeo Fujii |
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1A-2 |
Countering DNS Vulnerability to Attacks Using Ensemble Learning Love Allen Ahakonye * and Cosmas Ifeanyi Nwakanma ; Simeon Ajakwe ; Dong Seong Kim and Jae Min Lee |
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1A-3 |
NetMD-Network Traffic Analysis and Malware Detection Sampath Kumar Katherasala * and Sri Manvith Vaddeboyina ; Ajay Therala |
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1A-4 |
Defect Information Synthesis via Latent Mapping Adversarial Networks Seunghwan Song * and Jun-Geol Baek |
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1A-5 |
FFDNet Based Channel Estimation for Multiuser Massive MIMO System with One-Bit ADCs Md. Habibur Rahman *, Md. Shahjalal and Yeong Min Jang |
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Session 1B. AI for Image Processing and Multimedia I
Session Chair: Prof. Jung Hoon Lee (Hankuk University of Foreign Studies), 16:30-17:30 (KST) |
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1B-1 |
iVoiding: A Thermal-Image based Artificial Intelligence Dynamic Voiding Detection System Yu-Chen Chen * ; Jian-Ping Su ; Cheng Han Tsai ; Ming-Che Chen and Wan-Jung Chang ; Wen-Jeng Wu |
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1B-2 |
Determining Jigsaw Puzzle State from an Image based on Deep Learning Ijaz Ahmad *, Suk-seung Hwang and Seokjoo Shin |
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1B-3 |
Growth Estimation Sensor Network System for Aquaponics using Multiple Types of Depth Cameras Ryota Murakami * and Hiroshi Yamamoto |
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1B-4 |
Image Synthesis with Single-type Patterns for Mixed-type Pattern Recognition on Wafer Bin Maps Yunseon Byun * ; Jun-Geol Baek |
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1B-5 |
Evaluating Opcodes for Detection of Obfuscated Android Malware Saneeha Khalid * ; Faisal Bashir Hussain |
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February 22 (Tuesday), 2022 | |||
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Session 2A. Information and Communications Technology II
Session Chair: Prof. Senouci Ben (North Dakota State University), 09:30-10:50 (KST) |
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2A-1 |
Procedural Generation of Game Levels and Maps: A Review Tianhan Gao * ; Jin Zhang and Qingwei Mi |
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2A-2 |
Similarity-based Local Feature Extraction for Wafer Bin Map Pattern Recognition Jieun Kim * and Jun-Geol Baek |
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2A-3 |
Body Segmentation Using Multi-task Learning Julijan Jug * and Ajda Lampe ; Vitomir Štruc ; Peter Peer |
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2A-4 |
Aerial Supervision of Drones and Birds using Convolutional Neural Networks Vivian Ukamaka Ihekoronye * ; Simeon Ajakwe ; Dong Seong Kim and Jae Min Lee |
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2A-5 |
Performance Analysis of UAV-based Array Antenna Arrangement for Target Detection Ji-Hyeon Kim *, Soon-Young Kwon and Hyoung-Nam Kim |
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Session 2B. AI for Image Processing and Multimedia II
Session Chair: Prof. Dong Seog Han (Kyungpook National University), 09:30-10:50 (KST) |
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2B-1 |
Image Prediction for Lane Following Assist using Convolutional Neural Network-based U-Net Byung Chan Choi * ; Jaerock Kwon ; Haewoon Nam |
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2B-2 |
Forward and Backward Warping for Optical Flow-Based Frame Interpolation Joi Shimizu *, Heming Sun and Jiro Katto |
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2B-3 |
Performance Improvement Method of the Video Visual Relation Detection with Multi-modal Feature Fusion Kwangju Kim * and Pyong-Kun Kim ; Kil-Taek Lim ; Jong Taek Lee |
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2B-4 |
A high-speed driver behavior detection deep learning system using the amount of change in contrast between frames Min Woo Yoo * and Dong Seog Han |
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2B-5 |
Intelligent Receiver for Optical Camera Communication Ida Bagus Krishna Yoga Utama *, Md Rahman and Yeong Min Jang |
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Session 3A. Information and Communications Technology III
Session Chair: Dr. Hui Han (Fraunhofer Institute), 15:20-16:40 (KST) |
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3A-1 |
Interference analysis study for coexistence between C-V2X and Wi-FI 6E in the 6GHz band |
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3A-2 |
Neural Architecture Search for Real-Time Driver Behavior Recognition Jaeho Seong * and Dong Seog Han |
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3A-3 |
Smart Anomaly Detection: Deep Learning modeling Approach and System Utilization Analysis Jaeho Seong *Ben Senouci ; Mourad Bouache |
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3A-4 |
An Evaluation Framework for Machine Learning Methods in Detection of DoS and DDoS Intrusion Temechu G Zewdie * and Anteneh Girma |
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3A-5 |
A study on the application of mission-based cybersecurity testing and evalulation of weapon systems Dongkyoo Shin * and Ikjae Kim |
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Session 3B. AI for Image Processing and Multimedia III
Session Chair: Dr. Muneer Ahmad Dar (National Institute of Electronics and Information Technology), 15:20-16:40 (KST) |
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3B-1 |
Grey Wolf Optimizer-Based Automatic Focusing for High Magnification Systems Islam Helmy * and Wooyeol Choi |
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3B-2 |
Research and examination on implementation of super-resolution models using deep learning with INT8 precision Shota Hirose *, Naoki Wada, Jiro Katto and Heming Sun |
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3B-3 |
Mitigating Overflow of Object Detection Tasks Based on Masking Semantic Difference Region of Vision Snapshot for High Efficiency Heuijee Yun * ; Daejin Park |
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3B-4 |
Calibration-Net: LiDAR and Camera Auto-Calibration using Cost Volume and Convolutional Neural Network An Duy Nguyen * and Myungsik Yoo |
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3B-5 |
Granular Analysis of Pretrained Object Detectors Eric Xue * ; Tae Soo Kim |
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February 23 (Wednesday), 2022 | |||
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Session 4A. Information and Communications Technology V
Session Chair: Prof. Dongkyun Kim (Kyungpook National University), 09:30-10:50 (KST) |
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4A-1 |
Irregular Repetition Slotted ALOHA Scheme with Multi-Packet Reception in Packet Erasure Channel Chundie Feng *; Xuhong Chen ; Zhengchuan Chen, Zhong Tian and Yunjian Jia ; Min Wang |
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4A-2 |
Two-Policy Cooperative Transfer for Alleviation of Sim-to-Real Gap |
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4A-3 |
Graph Neural Network-based Clustering Enhancement in VANET for Cooperative Driving Hang Hu * ; Myung Lee |
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4A-4 |
Machine Learning-Based Power Loading for Massive Parallel Gaussian Channels Min Jeong Kang * and Jung Hoon Lee |
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4A-5 |
Enhanced Semi-persistent scheduling (e-SPS) for Aperiodic Traffic in NR-V2X Malik Muhammad Saad *, Muhammad Ashar Tariq, Md. Mahmudul Islam, Muhammad Toaha Raza Khan, Junho Seo and Dongkyun Kim |
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4A-6 |
Target Detection using U-Net for a DTV-based Passive Bistatic Radar System Ji-Hun Park *, Do-Hyun Park and Hyoung-Nam Kim |
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Session 4B. AI for eHealth and Medical Diagnosis I
Session Chair: Prof. Micheal Tee (University of the Philippines Manila), 09:30-10:50 (KST) |
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4B-1 |
Privacy-preserving collaborative machine learning in biomedical applications Wonsuk Kim * and Junhee Seok |
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4B-2 |
Computer Code Representation through Natural Language Processing for fMRI Data Analysis Jaeyoon Kim * ; Una-May O'Reilly ; Junhee Seok |
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4B-3 |
A Machine Learning Approach in Evaluating Symptom Screening in Predicting COVID-19 Geoffrey A. Solano * ; Marc Jermaine Pontiveros ; Michael L. Tee |
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4B-4 |
A Study on the Clinical Effectiveness of Deep Learning CAD Technology Ju-Hyuck Han *, Hyun-Woo Oh and Woong-Sik Kim |
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4B-5 |
Fake Data Generation for Medical Image Augmentation using GANs Donghwan Kim *, Jaehan Joo and Suk Chan Kim |
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Session 5A. AI for Image Processing and Multimedia IV
Session Chair: Prof. Hong Qin (University of Tennessee at Chattanooga), 11:10-12:30 (KST) |
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5A-1 |
Vision Anomaly Detection Using Self-Gated Rectified Linear Unit Israt Jahan *, Md. Osman Ali, Md. Habibur Rahman and Yeong Min Jang |
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5A-2 |
A Comparison of YOLO and Mask-RCNN for Detecting Cells from Microfluidic Images Mehran Ghafari * ; Daniel Mailman, Parisa Hatami, Trevor Peyton and Li Yang ; Weiwei Dang ; Honq Qin |
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5A-3 |
Multiview Attention for 3D Object Detection in Lidar Point Cloud Kevin T. Wijaya *, Donghee Paek and Seung-Hyun Kong |
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5A-4 |
Multi-scale synergy approach for real-time semantic segmentation Min Young Kim * and Quyen Van Toan |
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5A-5 |
CIAFill: Lightweight and Fast Image Inpainting with Channel Independent Attention Chung-Il Kim * ; Saim Shin ; Han-Mu Park |
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Session 5B. AI for eHealth and Medical Diagnosis II
Session Chair: Prof. Min Young Kim (Kyungpook National University), 11:10-12:30 (KST) |
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5B-1 |
Anomaly Detection for Alzheimer's Disease in Brain MRIs via Unsupervised Generative Adversarial Learning Geoffrey A. Solano * and Sun Arthur A. Ojeda |
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5B-2 |
Heart Disease Prediction Using Adaptive Infinite Feature Selection and Deep Neural Networks Sudipta Modak *, Esam Abdel-Raheem and Luis Rueda |
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5B-3 |
A federated binarized neural network model for constrained devices in IoT healthcare services Hyeontaek Oh *, Jongmin Yu, Nakyoung Kim, Dongyeong Kim and Jangwon Lee ; Jinhong Yang |
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5B-4 |
Hierarchical User Status Classification for Imbalanced Biometric Data Nakyoung Kim * ; Hyunseo Park ; Gyeong Ho Lee, Jaeseob Han, Hyeontaek Oh and Jun Kyun Choi |
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5B-5 |
Increasing Accuracy of Hand Gesture Recognition using Convolutional Neural Network Gyutae Park * and Chandrasegar Vasantha Kumar ; JoongGun Park ; Jinhwan Koh |
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Session 6A. AI Foundation
Session Chair: Dr. Deepesh Agarwal (Kansas State University), 14:50-16:10 (KST) |
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6A-1 |
Impacts of Behavioral Biases on Active Learning Strategies Deepesh Agarwal * ; Obdulia Covarrubias and Stefan Bossmann ; Bala Natarajan |
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6A-2 |
Effect of the Period of the Fourier Series Approximation for Binarized Neural Network Seon-Yong Lee *, Hee-Youl Kwak and Jong-Seon No |
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6A-3 |
CMCL: Clustering-based Memory Management for Continual Learning Jiae Yoon * ; Hyuk Lim |
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6A-4 |
TinyML: A Systematic Review and Synthesis of Existing Research Hui Han * ; Julien Siebert |
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6A-5 |
A Survey of Procedural Content Generation of Natural Objects in Games Tianhan Gao * ; Jiahui Zhu |
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Session 6B. AI for Control and Decision I
Session Chair: Prof. Eunkyung Kim (Hanbat National University), 14:50-16:10 (KST) |
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6B-1 |
Reinforcement Learning for Neural Collaborative Filtering Alexandros I Metsai * ; Konstantinos Karamitsios and Konstantinos Kotrotsios ; Periklis Chatzimisios ; George Stalidis and Kostas Goulianas |
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6B-2 |
A Survey of Markov Model in Reinforcement Learning Tianhan Gao * ; Baicheng Chen ; Qingwei Mi |
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6B-3 |
Fairness Enhancement of TCP Congestion Control Using Reinforcement Learning Sang-Jin Seo * and You-Ze Cho |
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6B-4 |
Merging Reinforcement Learning and Inverse Reinforcement Learning via Auxiliary Reward System Wadhah Zeyad Tareq * and M. Fatih Amasyalı |
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6B-5 |
Pothole Detection Using Optical Camera Communication Md. Osman Ali *, Israt Jahan, Raihan Bin Mofidul and Yeong Min Jang |
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Session 7A. AI Applications for Information Systems I
Session Chair: Dr. Ali Rizwan (Qatar University), 16:30-17:50 (KST) |
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7A-1 |
Sensor Network System for Condition Detection of Harmful Animals by Step-by-step Interlocking of Various Sensors Keigo Uchiyama * and Hiroshi Yamamoto ; Eiji Utsunomiya ; Kiyohito Yoshihara |
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7A-2 |
WiFi Positioning by Optimal k-NN in 3GPP Indoor Office Environment Sung Hyun Oh * and Jeong Gon Kim |
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7A-3 |
A Study on the improvement of chinese automatic speech recognition accuracy using a lexicon Minjeong Gu * ; Shingak Kang |
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7A-4 |
Addressing Data Sparsity with GANs for Multi-fault Diagnosing in Emerging Cellular Networks Ali Rizwan * ; Adnan Abu-Dayya and Fethi Filali ; Ali Imran |
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7A-5 |
Edge-Computing based Secure E-learning Platforms Sameer Ahmad * Bhat ; Muneer Dar ; Saadiya Shah |
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7A-6 |
Efficient classification of human activity using PCA and deep learning LSTM with WiFi CSI Sang-Chul Kim * and Yong-Hwan Kim |
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Session 7B. AI for Control and Decision II
Session Chair: Dr. Adhitya Bantwal Bhandarkar (University of New Mexico), 16:30-17:50 (KST) |
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7B-1 |
MARL-based Optimal Route Control in Multi-AGV Warehouses Ho-Bin Choid *Ho-Bin Choi, Ju-Bong Kim, Chang-Hun Ji, Ihsan Ullah and Youn-Hee Han ; Se Won Oh ; Kwi-Hoon Kim ; Cheol Sig Pyo |
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7B-2 |
DDPG-Edge-Cloud: A Deep-Deterministic Policy Gradient based Multi-Resource Allocation in Edge-Cloud System Arslan Qadeer * ; Myung Lee |
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7B-3 |
A Study on Update Frequency of Q-Learning-based Transmission Datarate Adaptation using Redundant Check Information for IEEE 802.11ax Wireless LAN Kazuto Yano *, Kenta Suzuki and Babatunde Ojetunde ; Koji Yamamoto |
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7B-4 |
User Coverage Maximization for a UAV-mounted Base Station Using Reinforcement Learning and Greedy Methods Adhitya Bantwal Bhandarkar * ; Sudharman K Jayaweera ; Steven Lane |
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7B-5 |
SVR-based Blind Equalization on HF Channels with a Doppler Spread Soon-Young Kwon *, Ji-Hyeon Kim and Hyoung-Nam Kim |
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February 24 (Thursday), 2022 | |||
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Session 8A. AI Applications for Information Systems II
Session Chair: Prof. Anteneh Girma (University of the District of Columbia), 09:30-10:50 (KST) |
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8A-1 |
Resolving Camera Position for a Practical Application of Gaze Estimation on Edge Devices Linh Van Ma * and Tin Trung Tran ; Moongu Jeon |
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8A-2 |
Throughput Prediction by Radio Environment Correlation Recognition Using Crowd Sensing and Federated Learning Satoshi Nakaniida * and Takeo Fujii |
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8A-3 |
Thermal Array Sensor Resolution-Aware Activity Recognition using Convolutional Neural Network Goodness Oluchi Anyanwu *, Cosmas Ifeanyi Nwakanma, Adinda Riztia Putri, Jae Min Lee and Dong Seong Kim |
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8A-4 |
An Investigation on Deep Learning-Based Activity Recognition Using IMUs and Stretch Sensors Nguyen Thi Hoai Thu * and Dong Seog Han |
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8A-5 |
Comparative analysis of solar power generation prediction system using deep learning So-yeong Kim * and Eun-ji Lee ; Uttam Khatri ; Seokjoo Shin, Ji-In Kim and Goo-Rak Kwon |
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Session 8B. AI for eHealth and Medical Diagnosis III
Session Chair: Prof. Pyungsoo Kim (Korea Polytechnic University), 09:30-10:50 (KST) |
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8B-1 |
Multi-head CNN and LSTM with Attention for User Status Estimation from Biometric Information Hyunseo Park * ; Nakyoung Kim, Gyeong Ho Lee, Jaeseob Han and Hyeontaek Oh ; Jun Kyun Choi |
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8B-2 |
An Explainable Computer Vision in Histopathology: Techniques for Interpreting Black Box Model Subrata Bhattacharjee *, Hwang-Byn Yeong, Kobiljon Ikromjanov, Rashadul Islam Sumon, Hee-Cheol Kim and Heung-Kook Choi |
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8B-3 |
Whole Slide Image Analysis and Detection of Prostate Cancer using Vision Transformers Kobiljon Ikromjanov *, Subrata Bhattacharjee, Hwang-Byn Yeong, Rashadul Islam Sumon, Hee-Cheol Kim and Heung-Kook Choi |
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8B-4 |
A Generative Adversarial Network Approach to Metastatic Cancer Cell Images Seohyun Lee *, Hyuno Kim and Hideo Higuchi ; Masatoshi Ishikawa ; Ryuichiro Nakato |
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8B-5 |
UIRNet: Facial Landmarks Detection Model with Symmetric Encoder-Decoder Savina Colaco *, Young Jin Yoon and Dong Seog Han |
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Session 9A. AI Applications for Information Systems III
Session Chair: Prof. Jeong Gon Kim (Korea Polytechnic University), 11:10-12:30 (KST) |
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9A-1 |
Design and Analysis of an Efficient Energy Sharing System among Electric Vehicles using Evolutionary Game Theory MD Rizwanul Kabir *, Muhammad Mutiul Muhaimin and Abrar Mahir ; Habibul Khondokar Kabir |
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9A-2 |
GAN-based Data Augmentation for UWB NLOS Identification Using Machine Learning Duc Hoang Tran * and Yeong Min Jang |
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9A-3 |
BER Minimization by User Pairing in Downlink NOMA Using Laser Chaos-Based MAB Algorithm Masaki Sugiyama *, Aohan Li and Zengchao Duan ; Makoto Naruse ; Mikio Hasegawa |
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9A-4 |
Hybrid Energy Management Systems based on Edge Processing for Electric Transportation Applications Henar Canilang * ; Danielle Jaye S. Agron ; Wansu Lim |
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9A-5 |
Studies on Intelligent Curation for the Korean Traditional Cultural Heritage Jae-Ho Lee * ; Hee-Kwon Kim and Chan-woo Park |
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5B-4 (Addition by Author's Request) |
Hierarchical User Status Classification for Imbalanced Biometric Data Nakyoung Kim * ; Hyunseo Park ; Gyeong Ho Lee, Jaeseob Han, Hyeontaek Oh and Jun Kyun Choi |
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Session 9B. AI for Data Analysis, Big Data and Cloud
Session Chair: Prof. Ihsan Ullah (Korea University of Technoology and Education), 11:10-12:30 (KST) |
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9B-1 |
Community Detection with Graph Neural Network using Markov Stability Chao Wang * ; Shunjie Yuan |
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9B-2 |
Exploiting Heterogeneous Monitoring Data for Spatiotemporal Algal Bloom Prediction Taewhi Lee * and Miyoung Jang ; Jang-Ho Choi ; Jong Ho Won and Jiyong Kim |
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9B-3 |
Three-dimensional Data Outlier Detected by Angle Analysis |
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9B-4 |
Identification and Analysis of COVID-19-related Misinformation Tweets via Kullback-Leibler Divergence for Informativeness and Phraseness and Biterm Topic Modeling Thomas Daniel S. Clamor * and Geoffrey A. Solano ; Nathaniel Oco ; Jasper Kyle Catapang ; Jerome Cleofas ; Iris Thiele Isip-Tan |
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9B-5 |
Blockchain based Secure Data Exchange between Cloud Networks and Smart Hand-held Devices for use in Smart Cities Muneer Dar * ; Sameer Ahmad Bhat |
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3B-5 (Addition by Author's Request) |
Granular Analysis of Pretrained Object Detectors Eric Xue * ; Tae Soo Kim |
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