Dr. Ir. Kahlil, S.T., M.Eng.
Dr. Ir. Kahlil, S.T., M.Eng.
Fakultas Teknik
Computer Vision; Deep-Learning
Professional Summary

Dr. Kahlil Muchtar (IEEE Member'17, IEEE Senior Member'22) received his B.S. degree from Sekolah Tinggi Teknik-PLN, Jakarta, in 2007 from the Department of Computer Science. He spent 3 years (2007-2010) in the industry as a System Software Specialist (using Spring Framework, Struts, and Oracle) at PT. Praweda Ciptakarsa Informatika, Jakarta. His specific role was developing Web-based Enterprise Banking called RTGS (Real-time Gross Settlement) system for all branches of Bank of Indonesia. He obtained an M.Eng. degree from Asia University, Taiwan, in 2012 from the Department of Computer Science and Information Engineering. He then received a Ph.D. degree from National Sun Yat-sen University, Kaohsiung, Taiwan, in 2017 from the Department of Electrical Engineering (Advised by Chia-Hung Yeh and Chih-Yang Lin). In addition, during his Ph.D., he was appointed as Lead-Researcher for Multiyear Qualcomm Multimedia R&D university projects (2014-2016). These projects were funded by Qualcomm, U.S., and entitled "3D Mobile Reconstruction" and "3D Dynamic Scene Reconstruction and Mapping", respectively. Dr. Kahlil joined the Department of Electrical and Computer Engineering, Syiah Kuala University (USK) as a Lecturer and Researcher in 2017. Furthermore, he was an AI Research Scientist at Nodeflux, an AI national leading startup company in Indonesia (2018-2020). Dr. Kahlil’s research interests include multimedia, video surveillance, and 3D reconstruction. He was appointed as the chairperson of Telematics Research Center (2020-2021). Since May 2021, he is being promoted to Assistant Professor. Currently, he is appointed as head of the computer engineering department at USK (since Oct 2021-Aug 2024). He is now continuing a post-doctoral fellow to National Central University, Taiwan (Aug-Oct 2024), especially CVIT Lab under leadership of Prof. Chih-Yang Lin. The main objective is to output a Q1 journal in Coffee-bean Classification field. Since December 2024, he is being promoted to Associate Professor.





Dr. Kahlil has been an active member of APSIPA and IEEE. Dr. Kahlil has co-authored 32 international conferences, and 21 international journal papers and holds 1 patent in Taiwan. He received the 2014 IEEE GCCE Outstanding Poster Award, the 2013 Intelligent Electronics System Design Contest Award for Excellent Achievement in the System Application Category from the Ministry of Education (Taiwan), Silver Award of Intel(R) Taiwan Intelligent Systems Design Student Contest 2013, and Second Prize Winners of 2014 Intel(R) Cup Embedded System Design Invitational Contest (Shanghai, China). He also won travel grants from the Ministry of Science and Technology (MOST), Taiwan to the IEEE International Workshop on Multimedia Signal Processing (MMSP’2014). In 2017, he received the Excellent IICM Ph.D. Dissertation Award from Taiwan. Recently, he received the outstanding paper award at ICS'18 and best oral presenter at ICCSI 2018 and 2020.





In 2021, he received International Journal Recognition and Appreciation from IEEE Indonesia. Recently, in 2022, he was elevated to IEEE Senior Member (the first from Aceh province) due to his academia-industry experiences for more than 15 years. To date, he is a member of IEEE  Consumer Technology Society - Technical Activities (TA) of Machine learning, Deep learning and AI in CE (MDA). In 2024, his team organized a workshop at top-tier IEEE Conference in surveillance field, IEEE AVSS'2024 - IVCSSC, in Niagara, Canada. He will also organize the special session at ICCE'25, Las Vegas, U.S.A.






  • Received IEEE Senior Member Plaque (The First from Aceh Province)






  • In Niagara Falls - Canada to organize IEEE AVSS'24 - Workshop



(Last edited: Dec 04, 2024)



Educational Background
2000 – 2017
S3
National Sun Yat-sen University
Electrical Enginering
2000 – 2012
S2
Asia University
Teknik Informatika dan Komputer
2000 – 2007
S1
Sekolah Tinggi Teknik Pln
Teknik Informatika
1 MOVING OBJECT DETECTION FOR COMPLEX SCENES BY MERGING BG MODELING AND DEEP LEARNING METHOD
2023 Q1 · Journal Journal of Artificial Intelligence and Soft Computing Research
2 Improved Classification of Handwritten Jawi Script Based on Main Part of Script Body
2023 No-Q · Journal Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) 7 (1), 94-104, 2023
3 Rancang Bangun Aplikasi E-Kuesioner Berbasis Web Dengan Menggunakan Skala Thurstone
2023 No-Q · Journal Jurnal Komputer, Informasi Teknologi, dan Elektro 8 (1), 2023
4 Computer Vison Berbasis Deep Learning untuk Aplikasi Pertanian: Teori dan Praktik
2023 No-Q · Journal Syiah Kuala University Press, 2023
5 A Deep Learning Method for Early Detection of Diabetic Foot Using Decision Fusion and Thermal Images
2022 Q1 · Journal Applied Sciences Switzerland
6 Moving Pedestrian Localization and Detection With Guided Filtering
2022 Q1 · Journal IEEE Access
7 Substraksi Latar Menggunakan Nilai Mean Untuk Klasifikasi Kendaraan Bergerak Berbasis Deep Learning
2022 No-Q · Journal Jurnal Rekayasa Elektrika 18 (2), 2022
8 Rancang Bangun Purwarupa Pemilah Sampah Pintar Berbasis Deep Learning
2022 No-Q · Journal Jurnal Teknologi Informasi dan Ilmu Komputer 9 (3), 655-662, 2022
9 Perbandingan Kinerja Deep Learning Dalam Pendeteksian Kerusakan Biji Kopi
2022 No-Q · Journal JURIKOM (Jurnal Riset Komputer) 9 (6), 1928-1932, 2022
10 Pendeteksian Septoria pada Tanaman Tomat dengan Metode Deep Learning berbasis Raspberry Pi
2021 No-Q · Journal Jurnal RESTI (Rekayasa Sistem Dan Teknologi Informasi) 5 (1), 107-113, 2021
11 K & N Berkelana di Taiwan
2021 No-Q · Journal Syiah Kuala University Press, 2021
12 Deep anomaly detection through visual attention in surveillance videos
2020 Q1 · Journal Journal of Big Data
13 Image Enhancement for Tuberculosis Detection Using Deep Learning
2020 Q1 · Journal IEEE Access
14 Moving Object Detection through Image Bit-Planes Representation without Thresholding
2020 Q1 · Journal IEEE Transactions on Intelligent Transportation Systems
15 A Lightweight Moving Vehicle Classification System through Attention-Based Method and Deep Learning
2019 Q1 · Journal IEEE Access
16 Perbandingan Kinerja Support Vector Machine (SVM) Dalam Mengenali Wajah Menggunakan SURF DAN GLCM
2019 No-Q · Journal Jurnal Nasional Teknik Elektro, 65â"74-65â"74, 2019
17 Rain streak removal based on non-negative matrix factorization
2018 Q1 · Journal Multimedia Tools and Applications
18 Coding unit complexity-based predictions of coding unit depth and prediction unit mode for efficient HEVC-to-SHVC transcoding with quality scalability
2018 Q1 · Journal Journal of Visual Communication and Image Representation
19 Moving object detection in the encrypted domain
2017 Q1 · Journal Multimedia Tools and Applications
20 RGB-D abandoned object detection based on GrabCut using kinect
2017 Q2 · Journal Journal of Internet Technology
21 Three-Pronged Compensation and Hysteresis Thresholding for Moving Object Detection in Real-Time Video Surveillance
2017 Q1 · Journal IEEE Transactions on Industrial Electronics
22 Background Modeling with Applications in Video Surveillance Systems
2017 No-Q · Journal
23 背景模型建立技術及其在視訊監控系統之應用
2017 No-Q · Journal 國立中山大學, 2017
24 Secure multicasting of images via joint privacy-preserving fingerprinting, decryption, and authentication
2016 Q1 · Journal Journal of Visual Communication and Image Representation
25 Robust techniques for abandoned and removed object detection based on Markov random field
2016 Q1 · Journal Journal of Visual Communication and Image Representation
26 Heartbeat measurement based on laser speckle fingerprint
2015 Q4 · Book Series Frontiers in Artificial Intelligence and Applications
27 Real-time background modeling based on a multi-level texture description
2014 Q1 · Journal Information Sciences
28 Left-object detection through background modeling
2013 Q2 · Journal International Journal of Innovative Computing, Information and Control
29 Hierarchical tree structure background construction method for motion detection
2011 No-Q · Journal in Proc. of 2011 APSIPA Annual Summit and Conf., special session on Image ..., 2011
30 General Co-Chair
- No-Q · Journal
31 IEEE CYBERNETICSCOM 2019
- No-Q · Journal
1 Performance Evaluation of Coffee Bean Binary Classification Through Deep Learning Techniques
2023 No-Q · Conference Proceedings The 6th International Conference on Eco Engineering Development 2022 (6th ICEED 2022)
2 Evaluation of CyPACH: A Cyber Privacy Advisor Chatbot
2023 No-Q · Conference Proceedings 2023 2nd International Conference on Computer System, Information Technology, and Electrical Engineering (COSITE)
3 Impact of Image Enhancement for Osteoporosis Detection Based on Deep Learning Algorithm
2023 No-Q · Conference Proceedings 2023 2nd International Conference on Computer System, Information Technology, and Electrical Engineering (COSITE)
4 Pseudo-LiDAR Meets Agriculture: Leveraging 3D Monocular Point Cloud Processing for Coffee Beans
2023 No-Q · Conference Proceedings 2023 2nd International Conference on Computer System, Information Technology, and Electrical Engineering (COSITE)
5 Trends, Opportunities, and Challenges in Detecting Depressive Disorders Through Mobile Devices: A Review
2023 No-Q · Conference Proceedings 2023 2nd International Conference on Computer System, Information Technology, and Electrical Engineering (COSITE)
6 USK-FEMO: A Face Emotion Dataset using Deep Learning for Effective Learning
2023 No-Q · Conference Proceedings 2023 2nd International Conference on Computer System, Information Technology, and Electrical Engineering (COSITE)
7 Image Enhancement Effects on Chest X-ray Images for COVID-19 Detection
2023 No-Q · Conference Proceedings 2023 3rd International Conference on Computing and Information Technology (ICCIT)
8 Action Localization and Recognition through Unsupervised I3D and TSN
2023 No-Q · Conference Proceedings 2023 3rd International Conference on Computing and Information Technology (ICCIT)
9 USK-COFFEE Dataset: A Multi-Class Green Arabica Coffee Bean Dataset for Deep Learning
2022 No-Q · Conference Proceedin 2022 IEEE International Conference on Cybernetics and Computational ..., 2022
10 HyperStyle-Based Data Augmentation to Improve the Performance of Face Recognition Model
2022 No-Q · Conference Proceedin 2022 International Conference on Electrical Engineering and Informatics ..., 2022
11 A Comparative Analysis of Deep Learning Models for Detection of Knee Osteoarthritis Disease through Mobile Apps
2022 No-Q · Conference Proceedin 2022 8th International Conference on Wireless and Telematics (ICWT), 1-6, 2022
12 Performance Evaluation and Analysis of LBP Utilization in Face Spoofing Detection with Deep Learning
2022 No-Q · Conference Proceedin 2022 5th International Seminar on Research of Information Technology and ..., 2022
13 A Unified Video Summarization for Video Anomalies Through Deep Learning
2022 No-Q · Conference Proceedin 2022 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO WORKSHOPS (IEEE ICMEW 2022)
14 A Comparative Analysis of Deep Learning Models for Detecting Malaria Disease Through LBP Features
2022 No-Q · Conference Proceedin 2022 IEEE International Conference on Cybernetics and Computational ..., 2022
15 Comparative analysis of deep learning models for detecting face mask
2022 Q2 · Conference Proceedin Procedia Computer Science 216, 48-56, 2023
16 Impact of CLAHE-based image enhancement for diabetic retinopathy classification through deep learning
2022 Q2 · Conference Proceedin Procedia Computer Science 216, 57-66, 2023
17 Performance Evaluation of Binary Classification of Diabetic Retinopathy through Deep Learning Techniques using Texture Feature
2021 Q2 · Conference Proceedin 5TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND COMPUTATIONAL INTELLIGENCE 2020
18 Identification of male and female nutmeg seeds based on the shape and texture features of leaf images using the learning vector quantization (LVQ)
2021 Q4 · Conference Proceedin Journal of Physics: Conference Series 1807 (1), 012001, 2021
19 Embedded-based Tomato Septoria Leaf Detection with Intel Movidius Neural Compute Stick
2021 No-Q · Conference Proceedin 2021 IEEE 10th Global Conference on Consumer Electronics (GCCE), 907-908, 2021
20 Lightweight Pedestrian Detection through Guided Filtering and Deep Learning
2021 No-Q · Conference Proceedin 2021 IEEE 10th Global Conference on Consumer Electronics (GCCE), 629-630, 2021
21 A Door Detection System for Convenience Stores in Taiwan
2021 No-Q · Conference Proceedin 2021 International Conference on Computer System, Information Technology ..., 2021
22 Convolutional Network and Moving Object Analysis for Vehicle Detection in Highway Surveillance Videos
2020 No-Q · Conference Proceedin 2020 3rd International Seminar on Research of Information Technology and â¦, 2020
23 Performance Evaluation of Binary Classification of Tuberculosis through Unsharp Masking and Deep Learning Technique
2020 No-Q · Conference Proceedin 2020 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA ASC)
24 Attention-based approach for efficient moving vehicle classification
2019 Q2 · Conference Proceedin 4TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND COMPUTATIONAL INTELLIGENCE (ICCSCI 2019) : ENABLING COLLABORATION TO ESCALATE IMPACT OF RESEARCH RESULTS FOR SOCIETY
25 Cross-domain clothing image retrieval based on hybrid shape feature
2019 No-Q · Conference Proceedin 2019 IEEE International Conference on Cybernetics and Computational â¦, 2019
26 A unified smart surveillance system incorporating adaptive foreground extraction and deep learning-based classification
2019 No-Q · Conference Proceedin 2019 1ST INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE IN INFORMATION AND COMMUNICATION (ICAIIC 2019)
27 An Efficient Event Detection Through Background Subtraction and Deep Convolutional Nets
2019 Q3 · Book Series New Trends in Computer Technologies and Applications: 23rd International ..., 2019
28 High efficient single-stage steel surface defect detection
2019 No-Q · Conference Proceedin 2019 16TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED VIDEO AND SIGNAL BASED SURVEILLANCE (AVSS)
29 Coarse-to-fine object detection for ride-hailing market analysis
2019 No-Q · Conference Proceedin 2019 16TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED VIDEO AND SIGNAL BASED SURVEILLANCE (AVSS)
30 An Improved Version of Texture-based Foreground Segmentation: Block-based Adaptive Segmenter
2018 Q2 · Conference Proceedin Procedia Computer Science 135, 579-586, 2018
31 3D-Based Unattended Object Detection Method for Video Surveillance
2018 Q4 · Book Series Smart Trends in Systems, Security and Sustainability: Proceedings of WS4 ..., 2018
32 Moving object detection based on image bit-planes and co-occurrence matrix in video surveillance
2017 No-Q · Conference Proceedin 2017 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS - TAIWAN (ICCE-TW)
33 A DPM based object detector using HOG-LBP features
2017 No-Q · Conference Proceedin 2017 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS - TAIWAN (ICCE-TW)
34 Grabcut-based abandoned object detection
2014 No-Q · Conference Proceedin 2014 IEEE 16TH INTERNATIONAL WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING (MMSP)
35 Automated reconstruction of 3D object on embedded system for mobile apps
2014 No-Q · Conference Proceedin 2014 IEEE 3RD GLOBAL CONFERENCE ON CONSUMER ELECTRONICS (GCCE)
36 Heartbeat Measurement Based on Laser Speckle Fingerprint
2014 No-Q · Conference Proceedings The 2014 International Computer Symposium (ICS 2014)
37 Abandoned object detection in complicated environments
2013 No-Q · Conference Proceedin 2013 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA)
38 Background subtraction by modeling pixel and neighborhood information
2012 No-Q · Conference Proceedin 2012 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA ASC)
39 Image copy detection via dictionary learning and sparse coding
2012 No-Q · Conference Proceedin THIRD INTERNATIONAL CONFERENCE ON INFORMATION SECURITY AND INTELLIGENT CONTROL (ISIC 2012)
40 Privacy-preserving multimedia cloud computing via compressive sensing and sparse representation
2012 No-Q · Conference Proceedin THIRD INTERNATIONAL CONFERENCE ON INFORMATION SECURITY AND INTELLIGENT CONTROL (ISIC 2012)
41 Robust background modeling based on multiscale color description
2011 No-Q · Conference Proceedin APSIPA Annual Summit and Conference special session on Image/Video ..., 2011
1 Computer Vision Berbasis Deep Learning Untuk Aplikasi Pertanian: Teori dan Praktik
2023 Terbit Kahlil, Muhammad Rizky Munggaran, Laksono, Kurnianggoro, Adhiguna Mahendra, Nona Zarima, Fina Noviantika, Alifya Febriana USK Press 9786232648647
1 REAL-TIME BACKGROUND MODELING METHOD
2015 I476703
1 International Journal Recognition and Appreciation
02-03-2021 IEEE Indonesia Jakarta (virtual) Indonesia
2 ICCSCI \' 2020 - Best Presenter Award
20-11-2020 The 5th International Conference on Computer Science and Computational Intelligence (ICCSCI), Binus Bali, Indonesia (Virtual) Indonesia
3 Outstanding Paper Award
21-12-2018 ICS-2018 (International Computer Symposium) Yunlin Taiwan, Province Of China
4 Best Presenter Award
07-09-2018 ICCSCI (International Conference on Computer Science and Computational Intelligence) Tangerang Indonesia
5 The Best Ph.D. Dissertation Award
01-01-2018 IICM (Institute of Information & Computing Machinery) Taipei Taiwan, Province Of China
6 Second Prize - Winners of 2014 Intel Cup Embedded System Design Invitational Contest
01-01-2014 Intel China Shanghai Taiwan, Province Of China
7 IEEE MMSP | Multimedia and Signal Processing 2014 - Travel Grants
01-01-2014 Ministry of Science and Technology (MOST), Taiwan Taipei Taiwan, Province Of China
8 Outstanding Poster Award
01-01-2014 Proc. 2014 IEEE Global Conference on Consumer Electronics Tokyo Japan
9 Excellent achievement in the System Application Category
01-01-2013 Ministry of Education (Taiwan), The 2013 Intelligent Electronics System Design Contest Award Taipei Taiwan, Province Of China
10 Silver Award - Intelligent Systems Design Student Contest 2013
01-01-2013 Intel Taiwan Taipei Taiwan, Province Of China
11 Lulusan Terbaik Teknik Informatika
01-09-2007 STT-PLN (Sekolah Tinggi Teknik-PLN) Jakarta Indonesia
1 Guest Lecturer - Research in Digital Image Processing
16-05-2022 Yuan-Ze University, Chungli, Taiwan Webinar
2 Webinar “Mengenal Teknologi Artificial Intelligence”
15-04-2021 Universitas Nusa Mandiri, Jakarta, Indonesia Virtual
3 Manufacturing Series-Tech Talk (The 31st International Manufacturing, Machinery, Equipment, Materials and Services Exhibition)
03-12-2020 Pamerindo Indonesia JAKARTA INTERNATIONAL EXPO, INDONESIA
4 Innovation Talks - Efficient Vehicle Classification through Deep Learning for Smart Surveillance System
27-06-2019 MNC Innovation Center Gedung MNC Tower Lt. 2 Jalan Kebon Sirih Raya No. 17-19, Kebon Sirih, Jakarta
5 Guest Lectures - A unified smart surveillance system incorporating adaptive foreground extraction and deep learning-based classification
03-01-2019 BINUS Doctoral Computer Science Degree Bina Nusantara University Anggrek, Jakarta Barat
6 Guest Talk - Smart city in Indonesia : Challenges and Opportunities
22-12-2018 Yuan-Ze University Chungli, Taiwan
7 Guest Lectures - Digital and Signal Processing
15-11-2018 Mechatronic Department Swiss German University, Jakarta
Academic Overview
92
Total
Journal31
Proceeding41
Book1
Patent1
Award11
Workshop7
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