Publications

2026

1. 

   SpectraDINO: Modality-Conditioned Adaptation of RGB Vision Foundation Models Across Infrared Bands

   Yagiz Nalcakan, Hyeongjin Ju, Incheol Park, Sanghyeop Yeo, Youngwan Jin, and Shiho Kim

   arXiv preprint arXiv:2605.02258 2026

   arXiv Bib Link CodearXiv

   @article{nalcakan2026spectradino,
     abbr = {arXiv},
     title = {SpectraDINO: Modality-Conditioned Adaptation of RGB Vision Foundation Models Across Infrared Bands},
     author = {Nalcakan, Yagiz and Ju, Hyeongjin and Park, Incheol and Yeo, Sanghyeop and Jin, Youngwan and Kim, Shiho},
     journal = {arXiv preprint arXiv:2605.02258},
     year = {2026},
     selected = {true},
     bibtex_show = {true},
     arxiv = {2605.02258},
     html = {https://arxiv.org/abs/2605.02258},
     code = {https://github.com/Yonsei-STL/SpectraDINO},
     publisher = {arXiv},
     preview = {spectradino.webp}
   }

2. 

   RPT-SR: Regional Prior attention Transformer for infrared image Super-Resolution

   Youngwan Jin, Incheol Park,  Yagiz Nalcakan, Hyeongjin Ju, Sanghyeop Yeo, and Shiho Kim

   In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) 2026

   Bib Link CodeWACV

   @inproceedings{jin2026rptsr,
     abbr = {WACV},
     title = {RPT-SR: Regional Prior attention Transformer for infrared image Super-Resolution},
     author = {Jin, Youngwan and Park, Incheol and Nalcakan, Yagiz and Ju, Hyeongjin and Yeo, Sanghyeop and Kim, Shiho},
     booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},
     pages = {5184--5193},
     year = {2026},
     selected = {true},
     bibtex_show = {true},
     html = {https://openaccess.thecvf.com/content/WACV2026/html/Jin_RPT-SR_Regional_Prior_attention_Transformer_for_infrared_image_Super-Resolution_WACV_2026_paper.html},
     code = {https://github.com/Yonsei-STL/RPT-SR},
     publisher = {IEEE},
     preview = {rptsr.webp}
   }

3. 

   SpectraDiff: Enhancing the fidelity of Infrared Image Translation with object-aware diffusion

   Incheol Park, Youngwan Jin,  Yagiz Nalcakan, Hyeongjin Ju, Sanghyeop Yeo, and Shiho Kim

   Computer Vision and Image Understanding 2026

   Bib Link Code WebsiteCVIU

   @article{park2026spectradiff,
     abbr = {CVIU},
     title = {SpectraDiff: Enhancing the fidelity of Infrared Image Translation with object-aware diffusion},
     author = {Park, Incheol and Jin, Youngwan and Nalcakan, Yagiz and Ju, Hyeongjin and Yeo, Sanghyeop and Kim, Shiho},
     journal = {Computer Vision and Image Understanding},
     volume = {266},
     pages = {104709},
     year = {2026},
     selected = {true},
     bibtex_show = {true},
     doi = {10.1016/j.cviu.2026.104709},
     html = {https://doi.org/10.1016/j.cviu.2026.104709},
     website = {https://yonsei-stl.github.io/SpectraDiff/},
     code = {https://github.com/Yonsei-STL/SpectraDiff},
     publisher = {Elsevier},
     preview = {spectradiff.webp}
   }

4. 

   RASMD: RGB and SWIR multispectral driving dataset for robust perception in adverse conditions

   Youngwan Jin, Michal Kovac,  Yagiz Nalcakan, Incheol Park, Sanghyeop Yeo, Hyeongjin Ju, and Shiho Kim

   Information Fusion 2026

   arXiv Bib Link WebsiteINFFUS

   @article{jin2025rasmd,
     abbr = {INFFUS},
     title = {RASMD: RGB and SWIR multispectral driving dataset for robust perception in adverse conditions},
     author = {Jin, Youngwan and Kovac, Michal and Nalcakan, Yagiz and Park, Incheol and Yeo, Sanghyeop and Ju, Hyeongjin and Kim, Shiho},
     journal = {Information Fusion},
     volume = {128},
     pages = {103872},
     year = {2026},
     selected = {true},
     bibtex_show = {true},
     doi = {10.1016/j.inffus.2025.103872},
     html = {https://doi.org/10.1016/j.inffus.2025.103872},
     arxiv = {2504.07603},
     website = {https://yonsei-stl.github.io/RASMD/},
     publisher = {Elsevier},
     preview = {rasmd.webp}
   }

5. 

   Seeing through the rain: An empirical assessment of short-wave infrared imaging on enhancing autonomous vehicle perception under rainy weather

   Sanghyeop Yeo,  Yagiz Nalcakan, Youngwan Jin, Incheol Park, Hyeongjin Ju, and Shiho Kim

   Measurement 2026

   Bib LinkMeasurement

   @article{yeo2026rain,
     abbr = {Measurement},
     title = {Seeing through the rain: An empirical assessment of short-wave infrared imaging on enhancing autonomous vehicle perception under rainy weather},
     author = {Yeo, Sanghyeop and Nalcakan, Yagiz and Jin, Youngwan and Park, Incheol and Ju, Hyeongjin and Kim, Shiho},
     journal = {Measurement},
     volume = {259},
     pages = {119654},
     year = {2026},
     selected = {false},
     bibtex_show = {true},
     doi = {10.1016/j.measurement.2025.119654},
     html = {https://doi.org/10.1016/j.measurement.2025.119654},
     publisher = {Elsevier},
     preview = {seeing-thru.webp}
   }

2025

1. 

   Multi-Modal Cross-Attention-Based Multi-Label Weather and Severity Level Classification

   Hyeongjin Ju,  Yagiz Nalcakan, Incheol Park, Youngwan Jin, Sanghyeop Yeo, and Shiho Kim

   IEEE Access 2025

   Bib Link CodeAccess

   @article{ju2025mwsc,
     abbr = {Access},
     title = {Multi-Modal Cross-Attention-Based Multi-Label Weather and Severity Level Classification},
     author = {Ju, Hyeongjin and Nalcakan, Yagiz and Park, Incheol and Jin, Youngwan and Yeo, Sanghyeop and Kim, Shiho},
     journal = {IEEE Access},
     volume = {13},
     pages = {215882--215896},
     year = {2025},
     selected = {false},
     bibtex_show = {true},
     doi = {10.1109/ACCESS.2025.3645363},
     html = {https://doi.org/10.1109/ACCESS.2025.3645363},
     code = {https://github.com/Yonsei-STL/MWSC},
     publisher = {IEEE},
     preview = {mwsc.webp}
   }

2. 

   IVIFormer: Illumination-Aware Infrared-Visible Image Fusion via Adaptive Domain-Switching Cross Attention

   Incheol Park, Youngwan Jin,  Yagiz Nalcakan, Hyeongjin Ju, Sanghyeop Yeo, and Shiho Kim

   In Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) 2025

   Bib LinkICCVw

   @inproceedings{park2025iviformer,
     abbr = {ICCVw},
     title = {IVIFormer: Illumination-Aware Infrared-Visible Image Fusion via Adaptive Domain-Switching Cross Attention},
     author = {Park, Incheol and Jin, Youngwan and Nalcakan, Yagiz and Ju, Hyeongjin and Yeo, Sanghyeop and Kim, Shiho},
     booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)},
     pages = {2220--2229},
     year = {2025},
     selected = {true},
     bibtex_show = {true},
     publisher = {IEEE},
     html = {https://openaccess.thecvf.com/content/ICCV2025W/MIRA/html/Park_IVIFormer_Illumination-Aware_Infrared-Visible_Image_Fusion_via_Adaptive_Domain-Switching_Cross_Attention_ICCVW_2025_paper.html},
     preview = {iviformer.webp}
   }

3. 

   Exploring the Limits of Large Language Models’ Ability to Distinguish Between Objects

   Hyeongjin Ju, Incheol Park,  Yagiz Nalcakan, Youngwan Jin, Sanghyeop Yeo, and Shiho Kim

   Applied Sciences 2025

   Bib LinkApplSci

   @article{ju2025llmobjects,
     abbr = {ApplSci},
     title = {Exploring the Limits of Large Language Models' Ability to Distinguish Between Objects},
     author = {Ju, Hyeongjin and Park, Incheol and Nalcakan, Yagiz and Jin, Youngwan and Yeo, Sanghyeop and Kim, Shiho},
     journal = {Applied Sciences},
     volume = {15},
     number = {9},
     pages = {4620},
     year = {2025},
     selected = {false},
     bibtex_show = {true},
     doi = {10.3390/app15094620},
     html = {https://doi.org/10.3390/app15094620},
     publisher = {MDPI},
     preview = {vlmlimit.webp}
   }

4. 

   Pix2Next: Leveraging Vision Foundation Models for RGB to NIR Image Translation

   Youngwan Jin, Incheol Park, Hanbin Song, Hyeongjin Ju,  Yagiz Nalcakan, and Shiho Kim

   Technologies 2025

   arXiv Bib Link Code WebsiteTech

   @article{nalcakan2024pix2next,
     abbr = {Tech},
     title = {Pix2Next: Leveraging Vision Foundation Models for RGB to NIR Image Translation},
     author = {Jin, Youngwan and Park, Incheol and Song, Hanbin and Ju, Hyeongjin and Nalcakan, Yagiz and Kim, Shiho},
     journal = {Technologies},
     volume = {13},
     number = {4},
     pages = {154},
     year = {2025},
     selected = {true},
     bibtex_show = {true},
     doi = {10.3390/technologies13040154},
     html = {https://doi.org/10.3390/technologies13040154},
     arxiv = {2409.16706},
     code = {https://github.com/Yonsei-STL/pix2next},
     website = {https://yonsei-stl.github.io/Pix2Next/},
     publisher = {MDPI},
     preview = {pix2next.webp}
   }

2024

1. Short-Wave Infrared (SWIR) Imaging for Robust Material Classification: Overcoming Limitations of Visible Spectrum Data

   Hanbin Song, Sanghyeop Yeo, Youngwan Jin, Incheol Park, Hyeongjin Ju,  Yagiz Nalcakan, and Shiho Kim

   Applied Sciences 2024

   Bib LinkApplSci

   @article{song2024swir,
     abbr = {ApplSci},
     title = {Short-Wave Infrared (SWIR) Imaging for Robust Material Classification: Overcoming Limitations of Visible Spectrum Data},
     author = {Song, Hanbin and Yeo, Sanghyeop and Jin, Youngwan and Park, Incheol and Ju, Hyeongjin and Nalcakan, Yagiz and Kim, Shiho},
     journal = {Applied Sciences},
     volume = {14},
     number = {23},
     pages = {11049},
     year = {2024},
     selected = {false},
     bibtex_show = {true},
     doi = {10.3390/app142311049},
     html = {https://doi.org/10.3390/app142311049},
     publisher = {MDPI}
   }

2023

1. Lane Change Detection with an Ensemble of Image-based and Video-based Deep Learning Models

   Yagiz Nalcakan, and Yalin Bastanlar

   In 2023 Innovations in Intelligent Systems and Applications Conference (ASYU) 2023

   Bib LinkIEEE

   @inproceedings{nalcakan2023asyu,
     abbr = {IEEE},
     author = {Nalcakan, Yagiz and Bastanlar, Yalin},
     booktitle = {2023 Innovations in Intelligent Systems and Applications Conference (ASYU)},
     title = {Lane Change Detection with an Ensemble of Image-based and Video-based Deep Learning Models},
     year = {2023},
     pages = {1-7},
     selected = {false},
     bibtex_show = {true},
     publisher = {IEEE},
     html = {https://ieeexplore.ieee.org/document/10296634},
     doi = {10.1109/ASYU58738.2023.10296634}
   }

2. Cut-in maneuver detection with self-supervised contrastive video representation learning

   Yagiz Nalcakan, and Yalin Bastanlar

   Signal, Image and Video Processing 2023

   Bib LinkSIVP

   @article{nalcakan2023cut,
     abbr = {SIVP},
     title = {Cut-in maneuver detection with self-supervised contrastive video representation learning},
     author = {Nalcakan, Yagiz and Bastanlar, Yalin},
     journal = {Signal, Image and Video Processing},
     volume = {17},
     number = {6},
     pages = {2915--2923},
     year = {2023},
     selected = {false},
     bibtex_show = {true},
     html = {https://link.springer.com/article/10.1007/s11760-023-02512-3},
     publisher = {Springer}
   }

3. Monocular Vision-Based Prediction of Cut-In Manoeuvres with LSTM Networks

   Yagiz Nalcakan, and Yalin Bastanlar

   In Science, Engineering Management and Information Technology 2023

   Bib LinkCCIS

   @inproceedings{10.1007/978-3-031-40395-8_8,
     abbr = {CCIS},
     author = {Nalcakan, Yagiz and Bastanlar, Yalin},
     title = {Monocular Vision-Based Prediction of Cut-In Manoeuvres with LSTM Networks},
     booktitle = {Science, Engineering Management and Information Technology},
     year = {2023},
     publisher = {Springer Nature Switzerland},
     pages = {111--123},
     isbn = {978-3-031-40395-8},
     selected = {false},
     bibtex_show = {true},
     html = {https://link.springer.com/chapter/10.1007/978-3-031-40395-8_8}
   }

2021

1. A Novel Feature to Predict Buggy Changes in a Software System

   Rahime Yılmaz,  Yağız Nalçakan, and Elif Haktanır

   In International Conference on Intelligent and Fuzzy Systems 2021

   Bib LinkINFUS

   @inproceedings{yilmaz2021novel,
     abbr = {INFUS},
     title = {A Novel Feature to Predict Buggy Changes in a Software System},
     author = {Y{\i}lmaz, Rahime and Nal{\c{c}}akan, Ya{\u{g}}{\i}z and Haktan{\i}r, Elif},
     booktitle = {International Conference on Intelligent and Fuzzy Systems},
     pages = {407--414},
     year = {2021},
     organization = {Springer},
     selected = {false},
     bibtex_show = {true},
     html = {https://link.springer.com/chapter/10.1007/978-3-030-85577-2_48}
   }

2019

1. Overview of Machine Learning Approaches for Wireless Communication

   Tolga Ensari,  Yağız Nalçakan, Melike Günay, and Eyyüp Yıldız

   In Next-Generation Wireless Networks Meet Advanced Machine Learning Applications 2019

   Bib LinkIGI

   @incollection{ensari2019overview,
     abbr = {IGI},
     title = {Overview of Machine Learning Approaches for Wireless Communication},
     author = {Ensari, Tolga and Nal{\c{c}}akan, Ya{\u{g}}{\i}z and G{\"u}nay, Melike and Y{\i}ld{\i}z, Eyy{\"u}p},
     booktitle = {Next-Generation Wireless Networks Meet Advanced Machine Learning Applications},
     pages = {123--140},
     year = {2019},
     publisher = {IGI Global},
     selected = {false},
     bibtex_show = {true},
     html = {https://www.igi-global.com/chapter/overview-of-machine-learning-approaches-for-wireless-communication/221429}
   }

2. Automatic HTML code generation from mock-up images using machine learning techniques

   Batuhan Aşıroğlu, Büşta Rümeysa Mete, Eyyüp Yıldız,  Yağız Nalçakan, Alper Sezen, Mustafa Dağtekin, and Tolga Ensari

   In 2019 Scientific Meeting on Electrical-Electronics & Biomedical Engineering and Computer Science (EBBT) 2019

   Bib LinkIEEE

   @inproceedings{acsirouglu2019automatic,
     abbr = {IEEE},
     title = {Automatic HTML code generation from mock-up images using machine learning techniques},
     author = {A{\c{s}}{\i}ro{\u{g}}lu, Batuhan and Mete, B{\"u}{\c{s}}ta R{\"u}meysa and Y{\i}ld{\i}z, Eyy{\"u}p and Nal{\c{c}}akan, Ya{\u{g}}{\i}z and Sezen, Alper and Da{\u{g}}tekin, Mustafa and Ensari, Tolga},
     booktitle = {2019 Scientific Meeting on Electrical-Electronics \& Biomedical Engineering and Computer Science (EBBT)},
     pages = {1--4},
     year = {2019},
     organization = {IEEE},
     selected = {false},
     bibtex_show = {true},
     html = {https://ieeexplore.ieee.org/abstract/document/8741736}
   }

2018

1. Decision of Neural Networks Hyperparameters with a Population-based Algorithm

   Yağız Nalçakan, and Tolga Ensari

   In The Fourth International Conference on Machine Learning, Optimization, and Data Science 2018

   Bib LinkMOD

   @inproceedings{nalcakan2018decision,
     abbr = {MOD},
     title = {Decision of Neural Networks Hyperparameters with a Population-based Algorithm},
     author = {Nal{\c{c}}akan, Ya{\u{g}}{\i}z and Ensari, Tolga},
     booktitle = {The Fourth International Conference on Machine Learning, Optimization, and Data Science},
     volume = {11331},
     year = {2018},
     selected = {false},
     bibtex_show = {true},
     html = {https://link.springer.com/chapter/10.1007/978-3-030-13709-0_23}
   }

2. Digital Data Forgetting: A Machine Learning Approach

   Melike Günay, Eyyüp Yıldız,  Yağız Nalçakan, B Aşıroğlu, A Zencirli, B Mete, and Tolga Ensari

   In 2018 2nd International Symposium on Multidisciplinary Studies and Innovative Technologies (ISMSIT) 2018

   Bib LinkIEEE

   @inproceedings{gunay2018digital,
     abbr = {IEEE},
     title = {Digital Data Forgetting: A Machine Learning Approach},
     author = {G{\"u}nay, Melike and Y{\i}ld{\i}z, Eyy{\"u}p and Nal{\c{c}}akan, Ya{\u{g}}{\i}z and A{\c{s}}{\i}ro{\u{g}}lu, B and Zencirli, A and Mete, B and Ensari, Tolga},
     booktitle = {2018 2nd International Symposium on Multidisciplinary Studies and Innovative Technologies (ISMSIT)},
     pages = {1--4},
     year = {2018},
     organization = {IEEE},
     selected = {false},
     bibtex_show = {true},
     doi = {10.1109/ISMSIT.2018.8567046},
     html = {https://doi.org/10.1109/ISMSIT.2018.8567046}
   }

2015

1. Sosyal Medya Verileri Üzerinde Yapay Öğrenme ile Duygu Analizi Çalışması

   Yağız Nalçakan, Şan Sıtkı Bayramoğlu, and Samed. Tuna

   In 2018 2nd International Symposium on Multidisciplinary Studies and Innovative Technologies (ISMSIT) 2015

   Bib LinkTR

   @misc{nalcakan2015sosyal,
     abbr = {TR},
     title = {Sosyal Medya Verileri {\"U}zerinde Yapay {\"O}{\u{g}}renme ile Duygu Analizi {\c{C}}al{\i}{\c{s}}mas{\i}},
     author = {Nal{\c{c}}akan, Ya{\u{g}}{\i}z and Bayramo{\u{g}}lu, {\c{S}}an S{\i}tk{\i} and Tuna, Samed.},
     journal = {Technical Report},
     year = {2015},
     selected = {false},
     bibtex_show = {true},
     html = {https://www.researchgate.net/publication/280938376_Sosyal_Medya_Verileri_Uzerinde_Yapay_Ogrenme_ile_Duygu_Analizi_Calismasi}
   }