Biography

Experience

Publications

1. Buaruk, S., Somnuake, P., Gulyanon, S. et al., "Membrane filter removal in FTIR spectra through dictionary learning for exploring explainable environmental microplastic analysis," Sci Rep, 14, 2024. doi: 10.1038/s41598-024-70407-5
2. S. Gulyanon et al., "Denoising Raman Spectra Using Autoencoder for Improved Analysis of Contamination in HDD," in IEEE Access, 2024, doi: 10.1109/ACCESS.2024.3441824.
3. Pengpinij, P., Ridamrong, W., Kaewka, S., & Gulyanon, S. "TEXT2EMOTIONS: A Web Application for Emotion Visualization in Children’s Tales," In 2024 IEEE International Conference on Cybernetics and Innovations (ICCI), 2024, pp. 1-6, doi: 10.1109/ICCI60780.2024.10532445.
4. Chungnoi, K., Kongkachandra, R., Gulyanon, S., "The Computational Method for Supporting Thai VerbNet Construction," ACM Transactions on Asian and Low-Resource Language Information Processing, 23(2):1-15, 2023. doi: 10.1145/3638533.
5. Laitrakun, S., Deepaisarn, S., Gulyanon, S., Srisumarnk, C., Chiewnawintawat, N., Angkoonsawaengsuk, A., Opaprakasit, P., Jindakaew, J., Jaikaew. N., "Toward Practical Augmentation of Raman Spectra for Deep Learning Classification of Contamination in HDD,"" J. Inf. Commun. Converg. Eng., 21(3):208-215, 2023. doi: 10.56977/jicce.2023.21.3.208.
6. Chotisarn, N., Gulyanon, S., Zhang, T., & Chen, W. (2023). VISHIEN-MAAT: Scrollytelling visualization design for explaining Siamese Neural Network concept to non-technical users. Visual Informatics, 7(1), 18-29, doi: 10.1016/j.visinf.2023.01.004.
7. S. Gulyanon et al., "A Comparative Study of Noise Augmentation and Deep Learning Methods on Raman Spectral Classification of Contamination in Hard Disk Drive," 2022 17th International Joint Symposium on Artificial Intelligence and Natural Language Processing (iSAI-NLP), 2022, pp. 1-6, doi: 10.1109/iSAI-NLP56921.2022.9960277.
8. Chotisarn, N.; Siriphongwatana, P.; Thanisuwiphat, P.; Gulyanon, S.; Nadee, W., "Finding Customer Behavior Insights for Content Creation in Material and Product Sourcing Using Specialized Topic Analysis," 2022 22nd International Conference on Electronic Business (ICEB), 2022.
9. Gulyanon, S.; Limprasert, W.; Songmuang, P.; Kongkachandra, R., "Data Generation for Satellite Image Classification Using Self-Supervised Representation Learning," arXiv preprint arXiv:2205.14418, 2022.
10. Chotisarn, N.; Pimanmassuriya, W.; Gulyanon, S.,"Deep Learning Visualization for Underspecification Analysis in Product Design Matching Model Development," IEEE Access, 9:108049-108061, 2021. DOI: 10.1109/ACCESS.2021.3102174
11. Gulyanon, S.; He, L.; Tracey, W.D., Jr.; Tsechpenakis, G., "Neuron tracking in calcium image stacks using accordion articulations," ISBI, 2019. DOI: 10.1109/ISBI.2019.8759386
12. He L.; Gulyanon, S.; Skanata, M.M.; Karagyozov, D.; Heckscher, E.S.; Krieg, M.; Tsechpenakis, G.; Gershow, M.; Tracey, W.D., Jr., "Direction selectivity in Drosophila proprioceptors requires the mechanosensory channel TMC," Current Biology, 29(6):945-956.e3, 2019. DOI: 10.1016/j.cub.2019.02.025.
13. He L.; Gulyanon, S.; Skanata, M.M.; Karagyozov, D.; Heckscher, E.S.; Krieg, M.; Tsechpenakis, G.; Gershow, M.; Tracey, W.D., Jr., "Proprioceptive neurons of larval Drosophila melanogaster show direction selective activity requiring the mechanosensory channel TMC," bioRxiv, 463216, 2018. DOI: 10.1101/463216.
14. Gulyanon, S.; Sharifai, N.; Kim, M. D.; Chiba A.; Tsechpenakis, G., "Part-wise neuron segmentation using artificial templates," ISBI, 2018. DOI: 10.1109/ISBI.2018.8363656
15. Gulyanon, S.; He, L.; Tracey, W.D., Jr.; Tsechpenakis, G., "Neurite tracking in time-lapse calcium images using MRF-modeled pictorial structures," ISBI, 2018. DOI: 10.1109/ISBI.2018.8363872
16. Gulyanon, S.; Sharifai, N.; Kim, M. D.; Chiba A.; Tsechpenakis, G., "Neurite reconstruction from time-lapse sequences using co-segmentation," ISBI, 2017. DOI: 10.1109/ISBI.2017.7950549
17. Gulyanon, S.; Sharifai, N.; Kim, M. D.; Chiba, A.; Tsechpenakis, G., "CRF formulation of active contour population for efficient three-dimensional neurite tracing," ISBI, 2016. DOI: 10.1109/ISBI.2016.7493338
18. Farhand, S.; Gulyanon, S.; Sharifai, N.; Kim, M. D.; Chiba, A.; Tsechpenakis, G., "Temporal neurite registration using hierarchical alignments," ISBI, 2016. DOI: 10.1109/ISBI.2016.7493277
19. Gulyanon, S.; Sharifai, N.; Bleykhman, S.; Kelly, E.; Kim, M.D.; Chiba, A.; Tsechpenakis, G., "Three-dimensional neurite tracing under globally varying contrast," ISBI, 2015. DOI: 10.1109/ISBI.2015.7164010
20. Chang, X.; Kim, M.D.; Stephens, R.; Qu, T.; Gulyanon, S.; Chiba, A.; Tsechpenakis, G., "Neuron recognition with hidden Neural Network Random Fields," ISBI, 2014. DOI: 10.1109/ISBI.2014.6867860

Achievements

• Jun-Jul 2021

  Technical Program Chair of JCSSE2021

• Dec 2019, Dec 2016

  ISBI 2020 and 2017 Reviewer

• Dec 2017 | CA, USA

  2nd Place in Code4Life University Challenge

  This worldwide challenge is organized by Roche, a multinational healthcare company, and more than 140 teams were registered. It composes of two rounds --- coding challenge and idea pitching to the real-life business case.

• Jun-Aug 2016 and Jun-Aug 2014 | IN, USA

  Mentor in Indianapolis Project SEED

  I was a mentor for high school students from local colleges. My responsibility included guiding them through the research, and teaching programming skills.

• Apr 2016, Apr 2015

  Finalist of the best student paper award at ISBI

• Jun 2008

  Scholarship from Thai Government

  The scholarship from Thai Government for the outstanding result in the Olympiad in Informatics training camps that covers the tuition fees until I finished PhD.

Projects