Dr. &#214;ğr. &#220;yesi CANAN TAŞTİMUR TEMİZ

Taştimur Temiz C., Kaya V.

U.Porto Journal of Engineering , cilt.12, sa.2, ss.132-155, 2026 (Scopus)

3. Multi-Modal Attention-Based Automatic Diagnosis of Bearing Vibration Faults for Robust Mechanical Condition Monitoring

Tehnicki vjesnik - Technical Gazette , cilt.33, sa.5, ss.2112-2120, 2026 (SCI-Expanded)

4. A new approach for lung cancer diagnosis: parallel feature learning

Kilicarslan A., TAŞTİMUR TEMİZ C., Gundogdu G., Akin E.

Journal of innovative engineering and natural science (Online) , cilt.6, 2026 (TRDizin)

5. Explainable AI for accurate diagnosis of papillary thyroid carcinoma via fine-needle aspiration cytopathology

Visual Computer , cilt.42, sa.9, 2026 (SCI-Expanded, Scopus)

6. Noise-Robust Multi-Domain Feature Integration for Bearing Fault Diagnosis

Dursun Z., ÖKSÜZ M. K., TAŞTİMUR TEMİZ C.

Information Technology and Control , cilt.55, sa.2, ss.953-974, 2026 (SCI-Expanded, Scopus)

7. Intelligent textile inspection: a hybrid fault detection and classification approach for patterned fabric defects

Journal of Computers and Computational Science , cilt.2, sa.1, ss.1-10, 2026 (Hakemli Dergi)

8. A NOVEL APPROACH TO INDUSTRIAL FABRIC DEFECT ANALYSIS USING ADAPTIVE ANOMALY REASONING AND HIERARCHICAL FEATURE LEARNING

Özden F., TAŞTİMUR TEMİZ C.

Technological Applied Sciences , cilt.21, sa.2, ss.17-29, 2026 (Hakemli Dergi)

9. LAViT: Class-Aware Vision Transformer with Learnable Attention for Pest Recognition in Agricultural Fields

TAŞTİMUR TEMİZ C., KAYA V.

Tarim Bilimleri Dergisi , cilt.32, sa.2, ss.474-497, 2026 (SCI-Expanded, Scopus, TRDizin)

10. Classification and Explainable Performance Analysis of Industrial Surface Defects Using Deep Learning-Based CNN and Transformer Architecture

ER B., TAŞTİMUR TEMİZ C., KAYA V.

International Refereed Journal of Engineering and Science (IRJES) , cilt.14, sa.3, ss.36-46, 2026 (Hakemli Dergi)

11. Automated fabric defect inspection with fuzzy c-means, conditional random fields and refined U-Net

Journal of Mechanical Science and Technology , cilt.40, sa.1, ss.597-607, 2026 (SCI-Expanded, Scopus)

12. Efficient and Real-Time Railway Track Fault Classification Using CNN Integrated with Convolutional Block Attention Module

Muş Alparslan Üniversitesi Fen Bilimleri Dergisi , cilt.13, sa.2, ss.351-356, 2025 (TRDizin)

13. Mean shift based prototypical network for steel surface anomaly recognition

Scientific Reports , cilt.15, sa.1, 2025 (SCI-Expanded, Scopus)

14. Diffusion-Based Anomaly Detection for Railway Track Fault Diagnosis

TAŞTİMUR TEMİZ C., Ağrikli M., AKIN E.

Artificial Intelligence Studies , cilt.8, sa.2, ss.116-124, 2025 (Hakemli Dergi)

15. Fabric Faults Robust Classification Based on Logarithmic Residual Shrinkage Network in a Four-Point System

Tastimur C., Akin E., Agrikli M.

Applied Sciences (Switzerland) , cilt.15, sa.12, 2025 (SCI-Expanded, Scopus)

16. Kalıcı Mıknatıs Destekli Senkron Relüktans Motor Sargı Arızasının Evrişimli Sinir Ağı ile Teşhisi

BAYRAK A., TASTIMUR C., AKIN E.

Turkish Journal of Science & Technology , cilt.19, sa.2, ss.415-425, 2024 (TRDizin)

17. Anomaly Detection in Yarn Tension Signal Using Independent Component Analysis

Turkish Journal of Science and Technology , cilt.18, sa.2, ss.33-43, 2023 (TRDizin)

18. A Hybrid Classification Approach for Fasteners Based on Transfer Learning with Fine-Tuning and Deep Features

TAŞTİMUR TEMİZ C., AKIN E.

Turkish Journal of Science and Technology , cilt.18, sa.2, ss.461-475, 2023 (TRDizin)

19. GMRNet: A Novel Geometric Mean Relation Network for Few-Shot Very Similar Object Classification

TAŞTİMUR C., Akin E.

IEEE Access , cilt.10, ss.97360-97369, 2022 (SCI-Expanded, Scopus)

20. Fastener Classification Using One-Shot Learning with Siamese Convolution Networks

Taştimur Temiz C., Akın E.

JUCS - Journal of Universal Computer Science , cilt.28, sa.1, ss.80-97, 2022 (SCI-Expanded)

21. Knitting Machinery Spare Classification using Deep Learning with Differential Privacy

TAŞTİMUR C., Kasap S., AKIN E.

JOURNAL OF SCIENTIFIC & INDUSTRIAL RESEARCH , cilt.80, sa.7, ss.570-581, 2021 (SCI-Expanded, Scopus)

22. Virtual Sensors and Its Applications in Smart City

Taştimur C., Akın E.

International Journal of Scientific Engineering and Applied Science (IJSEAS) , cilt.6, sa.9, ss.90-97, 2020 (Hakemli Dergi) Sürdürülebilir Kalkınma

23. Development of Programmable Camera-Trap

Karaköse M., Taştimur C., Özdemir S., Erol M., Tokgöz A., Akın E.

International Journal of Computer Trends and Technology (IJCTT) , cilt.68, sa.6, ss.64-69, 2020 (Hakemli Dergi)

24. An Information Extraction Approach with Vehicle and Pedestrian Activity Monitoring for Traffic Management in Smart City

International Journal of Advance Research, Ideas and Innovations in Technology (IJARIIT) , cilt.3, sa.5, ss.256-262, 2017 (Hakemli Dergi) Sürdürülebilir Kalkınma

25. Image Processing Based Level Crossing Detection and Foreign Objects Recognition Approach in Railways

International Journal of Applied Mathematics, Electronics and Computers(IJAMEC) , cilt.5, ss.19-23, 2017 (Hakemli Dergi)

26. A Vision Based Condition Monitoring Approach for Rail Switch and Level Crossing using Hierarchical SVM in Railways

Taştimur C., Karakose M., Akın E.

International Journal of Applied Mathematics, Electronics and Computers (IJAMEC) , cilt.4, ss.319-325, 2016 (Hakemli Dergi)

27. Rail Defect Detection and Classification with Real Time Image Processing Technique

Taştimur C.

International Journal of Computer Science and Software Engineering (IJCSSE) , cilt.5, sa.12, ss.283-290, 2016 (Hakemli Dergi)

Hakemli Bilimsel Toplantılarda Yayımlanmış Bildiriler 28

1. Semiconductor Wafer Pattern Recognition Using GhostNet: Balancing Accuracy and Parameter Efficiency

MEETCON- X 4. INTERNATIONAL CONGRESS ON SCIENTIFIC RESEARCH, Ankara, Türkiye, 1 - 04 Eylül 2026, ss.117-124, (Tam Metin Bildiri)

2. Automated Nail Disease Classification Using DeiT-Tiny

MEETCON- X 4. INTERNATIONAL CONGRESS ON SCIENTIFIC RESEARCH, Ankara, Türkiye, 1 - 04 Eylül 2026, ss.125-133, (Tam Metin Bildiri)

3. Brain Tumor Segmentation And Classification With A Lightweight Cnn And U-Net Based Framework

MEETCON-SMART 4th. INTERNATIONAL CONGRESS OF MODERN SCIENTIFIC RESEARCH, Ankara, Türkiye, 25 - 27 Ağustos 2026, ss.25-38, (Tam Metin Bildiri)

4. An Explaınable Lıghtweıght Deep Learnıng Framework For Pharmaceutical Tablet Defect Classıfıcatıon Usıng Espnetv2

MEETCON - SMART 4th MODERN SCIENTIFIC RESEARCH CONGRESS, Ankara, Türkiye, 25 Ağustos - 27 Eylül 2026, ss.13-24, (Tam Metin Bildiri)

5. Smart Road Surface Monitoring Using Deformable Convolutional Neural Networks

14th International Zeugma Congress on Scientific Research, 9 - 10 Eylül 2025, ss.263-271, (Tam Metin Bildiri)

6. Deep Learning-Based Automated Quality Inspection for Casting Products

14th International Zeugma Congress on Scientific Research, 9 - 10 Eylül 2025, ss.256-262, (Tam Metin Bildiri)

7. Metal Surface Defect Classification Using A Deep Learning Approach with Attention Mechanism

7th International Istanbul Current Scientific Research Congress, 21 - 22 Ağustos 2025, ss.8-16, (Tam Metin Bildiri)

8. Forest Fire Detection Using Depthwise Separable Convolution-Based Deep Learning

4. INTERNATIONAL GAZİANTEP SCIENTIFIC RESEARCH AND INNOVATION CONGRESS, Gaziantep, Türkiye, 30 - 31 Ağustos 2025, ss.212-219, (Tam Metin Bildiri)

9. Automatic Fault Detection in The Textile Industry: Deep Learning Approach with MobilnetV2

7th International Istanbul Current Scientific Research Congress, 21 - 22 Ağustos 2025, ss.1-7, (Tam Metin Bildiri)

10. Dilated Convolution-Based Interpretable Deep Learning Approach For Failure Diagnosis In Solar Panels

TAŞTİMUR TEMİZ C., KARADUMAN G., AKIN E.

4. INTERNATIONAL GAZİANTEP SCIENTIFIC RESEARCH AND INNOVATION CONGRESS, 30 - 31 Ağustos 2025, ss.220-232, (Tam Metin Bildiri)

11. Skin Cancer Detection Based on YOLOv8 Through A Mobile Application

Deniz N., Tastimur C.

8th International Artificial Intelligence and Data Processing Symposium, IDAP 2024, Malatya, Türkiye, 21 - 22 Eylül 2024, (Tam Metin Bildiri)

12. Analysis of Barrel Electroplating Line with Process Mining and Petri-Net Model

Ozates A., Akin E., Bilgic A., Akca E., Tastimur C.

2024 International Conference on Computer, Electrical and Communication Engineering, ICCECE 2024, Kolkata, Hindistan, 2 - 03 Şubat 2024, (Tam Metin Bildiri)

13. A Novel Method Based on Deep Learning and Image Processing Techniques for Wearing Inspection on the Pantograph Surface

2021 Innovations in Intelligent Systems and Applications Conference (ASYU), Elazığ, Türkiye, 06 Ekim 2021, (Tam Metin Bildiri)

14. A New Bearing Fault Diagnosis Method using Envelope based Feature Extraction

TAŞTİMUR TEMİZ C., KARAKÖSE M., AYDIN İ., AKIN E.

2021 Innovations in Intelligent Systems and Applications Conference (ASYU), Elazığ, Türkiye, 06 Ekim 2021, (Tam Metin Bildiri)

15. Vibration Signal Processing Based Bearing Defect Diagnosis with Transfer Learning

Taştimur Temiz C., Karaköse M., Akın E.

2019 1st International Informatics and Software Engineering Conference (UBMYK), Ankara, Türkiye, 6 - 07 Kasım 2019, ss.1-5, (Tam Metin Bildiri)

16. Defect Diagnosis of Rolling Element Bearing using Deep Learning

Taştimur C., Karaköse M., Aydın İ., Akın E.

International Conference on Artificial Intelligence and Data Processing (IDAP 2018), Malatya, Türkiye, 28 - 30 Eylül 2018, ss.1-5, (Tam Metin Bildiri)

17. Information Extraction on Time Series Data Using Deep Learning Techniques

Taştimur C., Karaköse M., Aydın İ., Akın E.

7th International Conference on Advanced Technologies (ICAT), Antalya, Türkiye, 28 Nisan - 01 Mayıs 2018, ss.489-494, (Tam Metin Bildiri)

18. Hierarchical Fuzzy System Based Classification Approach for Railway Components Using Vision Inspection

The 5th International Fuzzy Systems Symposium (FUZZYSS’17), Ankara, Türkiye, 14 - 15 Ekim 2017, ss.12, (Özet Bildiri)

19. A Vision Based Traffic Light Detection and Recognition Approach for Intelligent Vehicles

Özcelik Z., Taştimur C., Karaköse M., Akın E.

(UBMK’17) 2nd International Conference on Computer Science and Engineering, Antalya, Türkiye, 4 - 07 Ekim 2017, ss.450-455, (Tam Metin Bildiri)

20. A Real Time Interface for Vision Inspection of Rail Components and Surface in Railways

Taştimur C., Yaman O., Karaköse M., Akın E.

International Conference on Artificial Intelligence and Data Processing (IDAP17), Malatya, Türkiye, 16 - 17 Eylül 2017, ss.1-4, (Tam Metin Bildiri)

21. A Vision Based Detection Approach for Level Crossing and Switch in Railway

International Conference on Advanced Technology & Sciences, ICAT’16, Konya, Türkiye, 11 Eylül 2017, ss.217-223, (Tam Metin Bildiri)

22. Improvement of relative accreditation methods based on data mining and artificial intelligence for higher education

Information Technology Based Higher Education and Training (ITHET), 2016 15th International Conference on, İstanbul, Türkiye, 08 Eylül 2017, ss.1-7, (Tam Metin Bildiri)

23. Detection of Foreign Objects in Railway Level Crossings Using Image Processing Techniques

TAŞTİMUR C., Karaköse M., Akın E.

International Conference on Advanced Technology & Sciences ( ICAT’17), İstanbul, Türkiye, 5 - 07 Eylül 2017, ss.68-73, (Tam Metin Bildiri)

24. A comparison study of rail fault detection methods in the literature

International Conference on Advances and Innovations in Engineering (ICAIE), Elazığ, Türkiye, 11 - 13 Mayıs 2017, ss.987-992, (Tam Metin Bildiri)

25. Rail defect detection with real time image processing technique

Industrial Informatics (INDIN), 2016 IEEE 14th International Conference on, Poitiers, Fransa, 14 - 16 Temmuz 2016, ss.411-415, (Tam Metin Bildiri)

26. Image processing based traffic sign detection and recognition with fuzzy integral

2016 International Conference onSystems, Signals and Image Processing (IWSSIP), Bratislava, Slovakya, 23 - 25 Mayıs 2016, ss.1-4, (Tam Metin Bildiri)

27. Morfolojik Özellik Çıkarımı Kullanan Görüntü İşleme Tabanlı Ray Arızalarının Tespiti

TAŞTİMUR C., AKIN E., KARAKÖSE M., AYDIN İ.

SIU 2015, Türkiye, 16 - 19 Mayıs 2015, (Tam Metin Bildiri)

28. Detection of Rail Faults Using Morphological Feature Extraction Based Image Processing

Tastimur C., Akin E., Karakose M., Aydin I.

23nd Signal Processing and Communications Applications Conference (SIU), Malatya, Türkiye, 16 - 19 Mayıs 2015, ss.1244-1247, (Tam Metin Bildiri)

Kitaplar 3

1. CONTINUAL LEARNING FOR GEARBOX FAULT DIAGNOSIS UNDER VARYING LOAD CONDITIONS: A COMPARATIVE STUDY OF FINE-TUNING, EXPERIENCE REPLAY, AND KNOWLEDGE DISTILLATION

From Artificial Intelligence To Intelligent Systems: Computational Methods and Emerging Applications, GÜLBANDILAR EYYÜP, Editör, Bidge Yayınları, ss.161-175, 2026

2. FROM TIME-FREQUENCY FEATURES TO SMART DIAGNOSIS: A DEEP LEARNING APPROACH FOR BEARING FAULTS

AI-DRIVEN DIGITAL ECOSYSTEMS: FROM GENETICS TO IOT FOR A SECURE AND SUSTAINABLE FUTURE , GÜLBANDILAR EYYÜP, Editör, Bidge Yayınları, ss.153-170, 2025

3. MULTİLAYER SEGMENTATİON STRATEGY FOR MEANİNGFUL REGİON EXTRACTİON İN COMPLEX STRUCTURES