Four media. Three verbs.

Our major theme is intelligence multimedia: deep learning and multimedia processing that let machines understand media, extract information from it and generate new media.

Understand

Classify, detect and recognise what the media contains.

Extract

Pull out information that is not written anywhere: a count, a transcript, a heart rate.

Generate

Produce new media: enhance it, separate it, summarise it.

Image & video

Audio & speech

Text & language

Multimodal

Not on the map: the group’s earlier work in signals & iot (18) and data & software (5).

Image & video × Extract

Pull out information that is not written anywhere: a count, a transcript, a heart rate.

Real-Time Stress Detection through HRV Analysis Using Remote Photoplethysmography (rPPG)Arsyadana Estu Aziz · thesis 2026
Performance of Facial Regions of Interest for Non-Contact Blood-Pressure Measurement from ICA-Based rPPG Signals and Zhou’s Method on Indonesian FacesMuhammad Atha Akbar · thesis 2026
Comparing Regions of Interest for Non-Contact Pulse-Rate Measurement from Facial Video with the POS AlgorithmArdoni Yeriko Rifana Gultom · thesis 2018–2025
Non-Contact Respiratory-Rate Measurement by Tracking Pixel-Intensity Changes in RGB VideoMuhammad Yahya Ayyashy Mujahidan · thesis 2018–2025
Non-Contact Blood-Pressure Estimation from Facial Video Using Deep LearningRidho Liwardana · thesis 2018–2025
Non-Contact Heart-Rate Measurement (Remote Photoplethysmography) from RGB VideoIstighfariza Aprini · thesis 2018–2025
Software for Non-Contact Respiratory-Rate Measurement with a Thermal CameraMuhammad Najie · thesis 2018–2025
Non-Contact Respiratory Rate and Variability from Thermal Video Using Zero-Crossing and Local-Maxima AlgorithmsLukas Sandy · thesis 2018–2025
A Crowd-Counting Visitor-Limit Alarm for Enclosed Public SpacesAngelica Kirana Sandra Dewi · thesis 2018–2025
Face-Recognition Visitor-Logging Camera for an Automatic Entrance Gate (Case Study: New-Normal Protocols at ITERA)Alya Khairunnisa Rizkita · thesis 2018–2025
A Transformer-Based Network for Estimating Blood Pressure Using Facial VideosIEEE Sensors Journal · 2024
Smart Camera for Visitor Recording Based on Face Recognition in Automatic GatesAIP Conference Proceedings (CITES 2022) · 2024
Adapting Remote Photoplethysmography for Indonesian Subjects: An Examination of Diverse rPPG TechniquesJournal of Information Technology and Its Utilization (JITEL), 3(3) · 2023
Enhancing Visual Speech Perception through Deep Automatic Lipreading: A Systematic ReviewComputers in Biology and Medicine, 190 · 2025
Developing a Lightweight Model for Lip-ReadingIEEE International Conference on Consumer Electronics – Taiwan (ICCE-Taiwan) · 2023

2026
From Speech to Summary: A Pipeline-Based Evaluation of Whisper and Transformer Models for Indonesian Dialogue Summarization
M. C. T. Manullang, W. Yulita, F. A. Kartagama, A. E. K. Putra · Journal of Applied Informatics and Computing (JAIC), 10(1)
2026
Generative AI Training for Teachers to Develop Learning Content
H. Tantriawan, I. W. W. Wisesa, S. Sutikno, R. A. Yunmar, A. Z. Rakhman, et al. · BATIK: Jurnal Pengembangan dan Pengabdian Masyarakat Multikultural, 4(1)
2025
Comparative Analysis of CNN, Transformers, and Traditional ML for Classifying Online Gambling Spam Comments in Indonesian
M. C. T. Manullang, A. Z. Rakhman, H. Tantriawan, A. Setiawan · Journal of Applied Informatics and Computing (JAIC), 9(3)
2025
The Impact of Coloured Noise on Brainwave Activity: Implications for Indoor Environment Design
S. R. Tamariska, L. S.-J. Tsaih, M. C. T. Manullang · Indoor and Built Environment
2025
Integrating Gradient Boosting and Parametric Architecture for Optimizing Energy Use Intensity in Net-Zero Energy Buildings
M. Kamaruddin, M. C. T. Manullang, J.-J. Yee · Civil Engineering Journal, 11(3)
2025
Transformer-Based Deep Learning Model for Coffee Bean Classification
I. Ekowicaksono, I. W. W. Wisesa, V. Fitriani · Journal of Applied Informatics and Computing (JAIC), 9(5)
2025
Enhancing Visual Speech Perception through Deep Automatic Lipreading: A Systematic Review
G. M. Rahmatullah, S.-J. Ruan, I. W. W. Wisesa, L. P.-H. Li · Computers in Biology and Medicine, 190
2024
A Transformer-Based Network for Estimating Blood Pressure Using Facial Videos
M. C. T. Manullang, Y.-H. Lin, N.-K. Chou · IEEE Sensors Journal
2024
Smart Camera for Visitor Recording Based on Face Recognition in Automatic Gates
A. K. Rizkita, R. I. Kesuma, M. C. T. Manullang · AIP Conference Proceedings (CITES 2022)
2023
Adapting Remote Photoplethysmography for Indonesian Subjects: An Examination of Diverse rPPG Techniques
I. Aprini, M. C. T. Manullang · Journal of Information Technology and Its Utilization (JITEL), 3(3)
2023
A Low-Cost Notion to Monitor and Diagnose Obstructive Sleep Apnea (Ideas for an Affordable Sleep Test in Indonesia)
M. C. T. Manullang, Y. T. Siswanto, N. Resfita · AIP Conference Proceedings, 2623
2023
Developing a Lightweight Model for Lip-Reading
I. W. W. Wisesa, S.-J. Ruan · IEEE International Conference on Consumer Electronics – Taiwan (ICCE-Taiwan)
2022
Detecting Pedestrian-Crossing Violations with a Single-Shot Detector on ESP32
F. Novaldi, I. Amrulloh, I. W. W. Wisesa, M. C. T. Manullang · TEMATIK, 9(2)
2022
Automatic Gate for Body Temperature Check and Mask-Wearing Compliance Using an Embedded System and Deep Learning
R. I. Kesuma, R. Fernandes, M. C. T. Manullang · Khazanah Informatika, 8(1)
2020
IoT-Based Architecture for Automatic Detection of Fall Incidents Using Accelerometer Data
I. W. W. Wisesa, G. Mahardika · Indonesian Journal of Artificial Intelligence and Data Mining, 3(2)
2020
Mobile-Based Question Answering System Development with Ontology-Based Knowledge
R. A. Yunmar, I. W. W. Wisesa · Jurnal Teknologi Informasi dan Ilmu Komputer (JTIIK), 7(4)
2020
An Optimization Model for Lecturer Teaching Loads that Minimizes the Mean Deviation of Teaching Load
I. Ekowicaksono, I. W. W. Wisesa · STATMAT: Jurnal Statistika dan Matematika, 2
2020
An Optimization Model for Teaching Assignment Based on Lecturers' Capability Using Linear Programming
I. E. Wicaksono, I. W. W. Wisesa · Indonesian Journal of Artificial Intelligence and Data Mining, 3(2)
2019
Design of an Ontology-Based Question Answering System for the Incomplete Sentence Problem
R. A. Yunmar, I. W. W. Wisesa · IOP Conference Series: Earth and Environmental Science, 258(1)
2019
Fall Detection Algorithm Based on Accelerometer and Gyroscope Sensor Data Using Recurrent Neural Networks
I. W. W. Wisesa, G. Mahardika · IOP Conference Series: Earth and Environmental Science, 258(1)
2018
Recognition of Sign Language System for Indonesian Language Using Long Short-Term Memory Neural Networks
E. Rakun, A. M. Arymurthy, L. Y. Stefanus, A. F. Wicaksono, I. W. W. Wisesa · Advanced Science Letters, 24(2)
2015
A Heuristic Hidden Markov Model to Recognize Inflectional Words in the Sign System for Indonesian Language (SIBI)
E. Rakun, M. I. Fanany, I. W. W. Wisesa, A. Tjandra · Int. Conf. on Technology, Informatics, Management, Engineering & Environment (TIME-E)
2013
Combining Depth Image and Skeleton Data from Kinect for Recognizing Words in the Sign System for Indonesian Language (SIBI)
E. Rakun, M. Andriani, I. W. Wiprayoga, K. Danniswara, A. Tjandra · Int. Conf. on Advanced Computer Science and Information Systems (ICACSIS)

Bold: iMul investigators. Underlined: iMul students. Full lists on Google Scholar:Manullang, Wisesa.

Four media. Three verbs.

Understand

Extract

Generate

Theses supervised

Research grants

Registered copyrights

Textbook

Alumni now teaching at IF ITERA