Author

Gorkem Serbes

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Conference Aug 2026

Cross-Dataset Evaluation of Foundation Model-Based Acoustic–Text Fusion for Dementia-Related Speech Analysis

This study examines the cross-dataset generalizability of a foundation-model-based acoustic–text framework for dementia-related speech analysis across three datasets: ADReSSo2021, Ivanova, and Delaware. The proposed pipeline combines WavLM-Large acoustic embeddings with Qwen3-ASR-1.7B transcription and Qwen3-Embedding-...

Seyma Derdiyok, Imran Gul, H. Ilhan et al. · 2026 IEEE 4th Conference on... · 0 citations

Open access 2026

From Geometric to Realistic: A Pipelined Deep Learning Framework for Cranial Implant Design Using PCA-Based Synthetic Data

A novel deep learning framework that utilizes Principal Component Analysis (PCA) to generate realistic synthetic cranial defect data is developed, thereby enhancing the training of neural networks for implant design and establishing a new standard for synthetic data generation and multi-stage inference in medical image...

Gorkem Serbes, H. Ilhan, Osman Liv et al. · IEEE Access · 0 citations