Publications
Filmography
-
Adapting Pre-Trained Music Source Separation Models for Traditional Turkish Instrument Pedagogy
Fine-tuned HTDemucs where no multitrack recordings exist by rendering 90 SymbTr scores into bağlama, ud, ney, kanun and bendir stems. The bağlama output was silent before fine-tuning (0.00 dB), while four outputs reached 16.23 to 21.21 dB nSDR afterwards on synthetic test pieces. Abstract accepted, full paper submitted.
accepted
-
Expert Systems and Applications
Invited chapter co-authored with my MSc supervisor. Eds. K. Adem and E. Delibaş. e-ISBN 979-10-7023-069-5.
published [book]
-
Robust Mangrove Leaf Species Classification with Source-only Learning
Domain-adaptation framework using structure-preserving synthetic data to classify species with no labelled field data. Macro-F1 0.947 in strict studio-to-field transfer.
under revision
-
Detection of Ergonomic Sitting Postures in Office Environments
Lightweight pose-based classification (MoveNet keypoints and classical ML) reaching 94.6% accuracy at far lower compute than end-to-end CNN baselines, validated across multi-camera views and 29 participants.
published [doi]
-
Kecerdasan Buatan untuk Deteksi Penyakit Batang Kelapa Sawit
Artificial Intelligence for Oil Palm Stem Disease Detection. Co-authored monograph (4 authors, x+106 pp.) on applied computer vision for agricultural disease screening.
published