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Liamours/README.md

M. Rifqi Dzaky Azhad, deep learning for medical imaging and industrial AI, Telkom University

M. Rifqi Dzaky Azhad, deep learning for medical imaging and industrial AI, Telkom University

LinkedIn Email Portfolio Certificates

S1 Informatika at Telkom University, GPA 4.00 / 4.00, graduating 2027. Two journal papers and four conference papers across medical imaging, industrial computer vision, and multimodal learning.

Currently building Telplastina WBBS, a bone scintigraphy diagnostic application, and a multi-task chest X-ray platform.

In the last year I pushed 515 commits and opened 32 pull requests across 8 public repositories.


Projects

Project Result Status
Bone metastasis diagnosis
Hotspot detection, nnU-Net v2 segmentation, radiomics classification
Patient-level AUC 0.956, above EXINI (0.83 to 0.88) and BONENAVI (0.84 to 0.89) Completed
Bird sound identification
MixIT source separation with fine-tuned BirdNET, 219 species
Macro F1 0.554 on the full test set. Macro F1 44.1% above baseline on the endemic and endangered subset Completed
Driver fatigue detection
Facial landmark sequence model on mining fleet dashcams
Test accuracy 0.85, 11% F1 above the company baseline Completed
Multimodal deepfake detection
VideoMAE and Whisper encoders, modality-aware mixture of experts, domain-adversarial training
Intra-dataset F1 0.94, cross-dataset F1 0.60 across 223,445 segments Completed
Telplastina WBBS
Bone scintigraphy diagnostic application, Vue 3 frontend with a Rust inference backend
Segmentation, hotspot detection, and BSI quantification in one deployable clinical tool In Progress
Retogen
Article management platform with JWT auth and nested comments
185 automated tests Completed

Publications

Title Venue Year Artifacts
From Segmentation to Biomarker Quantification Knowledge-Based Systems 2026 Code, Data
Deep Learning-based Segmentation of Whole-body Bone Scan Images Using nnU-Netv2 International Journal of Intelligent Engineering and Systems 2026 Code, Data
Provider-Aware Contrastive Learning for Accommodation Quality Embeddings in Multi-Provider B2B Travel Platforms ICoICT 2026 Code
Gated Mixture-of-Experts Fusion for Multimodal Deepfake Detection Under Mixed Manipulation Scenarios ICoDSA 2026 Code
PACT: Compliance Reporting in PPE Detection Based on Pose-Anchored Body Region Assignment ICERA 2026 Code
Deep Learning for Bird Identification Using Sound ICITACEE 2025

Stack

languages Python C++ Go TypeScript

deep learning PyTorch TensorFlow Hugging Face OpenCV scikit-learn

engineering Docker FastAPI PostgreSQL React MongoDB pytest

Models nnU-Net v2, BiomedCLIP, VideoMAE, Whisper, BirdNET, DenseNet121, XGBoost, LightGBM

Tooling MediaPipe, librosa, Conda, Git, LaTeX


Awards, teaching, service, certifications

Awards

Award Event Year
1st place Travlr Data Challenge 2026
Best Paper, team leader ADIKARA, School of Computing, Telkom University 2024
Team leader Samsung Solve for Tomorrow, national competition 2025

Teaching

Role Course Period
Assistant Lecturer Programming and Algorithms II February 2025 to June 2025
Assistant Lecturer Calculus I September 2024 to January 2025
Study Group Coordinator AI Lab, Telkom University June 2025 to February 2026

Service

Role Organization Period
Paper Reviewer and Room Coordinator ICoICT 2024 2024
Staff, Research and Development IEEE Student Branch, Telkom University January 2025 to January 2026

Certifications

Certification Issuer Date
Azure AI Fundamentals Microsoft March 2026
Python Lanjutan Gold Skilvul July 2024

Pinned Loading

  1. viskom-safety_equipment viskom-safety_equipment Public

    Final assignment for Computer Vision course at Telkom University.

    Python 1 1

  2. aplikasi_berbasis_platform-retogen aplikasi_berbasis_platform-retogen Public

    Python 1

  3. nlp-cxr_report_generation nlp-cxr_report_generation Public

    Final assignment on course: Natural Language Processing, S1 Informatic, School of Computing, Telkom University Bandung, Indonesia

    Python

  4. viskom-cnn_classifier viskom-cnn_classifier Public

    Python

  5. wbbs-nnunetv2 wbbs-nnunetv2 Public

    Python