Greetings! I'm Antonin Sulc, a data scientist specializing in accelerator controls at the renowned
[DESY] in Hamburg, Germany ๐ฉ๐ช.
Armed with a PhD from [University Konstanz] in the captivating field of light-field imaging,
my interests are quite wide, they span from machine learning, anomaly detection, NLP to my latest fascinationโquantum technologies.
Keen on forging innovative paths, I'm also excited to share that I'm founding a Mindling,
an AI startup!
Explore our vision and journey on our vibrant website, and stay connected with us on social networks, especially linkedin.
For a detailed overview of my journey, feel free to peruse my latest CV [pdf]. Looking forward to connecting!
Publications
- ๐บ๐ธ
A. Sulc, R. Kammering, A. Eichler, T. Wilksen
PACuna: Automated Fine-Tuning of Language Models for Particle Accelerators
at NeuralIPS 2023 Machine Learning for Physical Sciences Workshop, New Orleans, U.S.A.
[arxiv]
[git]
- ๐ฟ๐ฆ
A. Sulc, A. Eichler, T. Wilksen
Log Anomaly Detection on EuXFEL Nodes
at The 19th Biennial International Conference on Accelerator and Large Experimental Physics Control Systems, Cape Town, South Africa
(oral, 30% acceptance rate)
[pdf]
[arxiv]
[slides]
[git]
- ๐ฟ๐ฆ
A. Sulc, A. Eichler, T. Wilksen
Textual Analysis of ICALEPCS and IPAC Conference Proceedings: Revealing Research Trends, Topics, and Collaborations for Future Insights and Advanced Search
at The 19th Biennial International Conference on Accelerator and Large Experimental Physics Control Systems, Cape Town, South Africa
(oral, 30% acceptance rate)
[pdf]
[arxiv]
[slides]
[git]
- ๐ฟ๐ฆ
V. Rybnikov, A. Sulc
A Data Acquisition Middle Layer Server With Python Support For Linac Operation And Experiments Monitoring And Control
at The 19th Biennial International Conference on Accelerator and Large Experimental Physics Control Systems, Cape Town, South Africa
- ๐น๐ญ
A. Sulc, R. Kammering, T. Wilksen
A Data-Driven Beam Trajectory Monitoring at the European XFEL
at International Conference in Particle Accelerators 2022, Bangkok, Thailand
[pdf]
[git]
- ๐บ๐ธ
A. Sulc, A. Eichler, T. Wilksen
A Data-Driven Anomaly Detection on SRF Cavities at the European XFEL
Journal of Physics: Conference Series, Volume 2420,
[pdf]
[doi]
- ๐บ๐ธ
A. Sulc , O. Johannsen, B. Goldluecke
Recovery of Geometry, Natural Illumination and BRDF from a Single Light Field Image
at Journal of the Optical Society of America A (imapct factor 2.129)
[doi]
[git]
[pdf] (preprint)
- ๐ฌ๐ง
A. Sulc, I. Sato, B. Goldluecke, T. Treibitz
Towards Monocular Shape from Refraction at British Machine Vision Conference 2021, Virtual, United Kingdom ๐ฌ๐ง
โ accepted as oral (3.3% acceptance) โ
[git]
[pdf]
[bib]
- ๐น๐ผ
S. Ishihara, A. Sulc, I. Sato.
Depth from Spectral Defocus Blur at IEEE International Conference on Image Processing 2019, Taipei, Taiwan
[pdf]
- ๐บ๐ธ
Ishihara, Shin, Antonin Sulc, Imari Sato.
Depth estimation using spectrally varying defocus blur.
at Journal of the Optical Society of America A (imapct factor 2.129)
- ๐บ๐ธ
M. Zhu, A. Alperovich, O. Johannsen, A. Sulc, B. Goldluecke
An Epipolar Volume Autoencoder with Adversarial Loss for Deep Light Field Super-Resolution at Computer Vision and Pattern Recognition Conference 2019, Salt Lake City, U.S.A ๐บ๐ธ
[pdf]
[poster]
- ๐ฎ๐น
A. Sulc, O. Johannsen, B. Goldluecke.
Inverse Lightfield Rendering for Shape, Reflection and Natural Illumination
[pdf - corrected]
[pdf - old]
[video1]
[video2]
[video3]
[video4]
[video-lytro]
- ๐ฎ๐น
O. Johannsen, K. Honauer, B. Goldluecke, A. Alperovich, F. Battisti, Y. Bok, M. Brizzi, M. Carli, G. Choe, M. Diebold, M. Gutsche, H. Jeon, I. Kweon, J. Park, J. Park, H. Schilling, H. Sheng, L. Si, M. Strecke, A. Sulc, Y. Tai, Q. Wang, T. Wang, S. Wanner, Z. Xiong, J. Yu, S. Zhang, H. Zhu A Taxonomy and Evaluation of Dense Light Field Depth Estimation Algorithms
[pdf]
- ๐น๐ผ
O. Johannsen, A. Sulc, N. Marniok, B. Goldluecke Layered scene reconstruction from multiple light field camera views
[pdf]
[poster]
[syntetic]
[lytro, Lambertian]
[lytro, semi-transparent - TBD]
[code]
[jpg]
- ๐ฉ๐ช
A. Sulc, A. Alperovich, N. Marniok, B. Goldluecke Reflection Separation in Light Fields based on Sparse Coding and Specular Flow
[pdf]
[talk]
๐ฉ๐ช
- O. Johannsen, A. Sulc, B. Goldluecke, Occlusion-aware depth estimation using sparse light field coding
[pdf]
[slides]
- ๐บ๐ธ
O. Johannsen, A. Sulc, B. Goldluecke, What Sparse Light Field Coding Reveals About Scene Structure
[pdf]
[poster]
- ๐ฉ๐ช
O. Johannsen, A. Sulc, B. Goldluecke, Variational Separation of Light Field Layers
[pdf]
- ๐จ๐ฑ
O. Johannsen, A. Sulc, B. Goldluecke, On Linear Structure from Motion for Light Field Cameras
[pdf]
[poster]
[code]
[jpg]
Talks
Theses
- ๐ฉ๐ช doctoral thesis Light Field Analysis for Non-Lambertian Scenes [pdf] ๐ฉ๐ช
- ๐จ๐ฟmaster thesis On Parametric Model Creation with Neural Modeling Fields [pdf] ๐จ๐ฟ
- ๐จ๐ฟbachelor thesis, Implementation of CMA-ES Evolutionary Algorithm
[code]
[pdf] ๐จ๐ฟ
Projects
-
Multiobject Tracking Repetitive Patterns with Autoencoder
[git]
-
Implementation of CMA-ES for JCool [git]
-
multiagent simulation for optimization [git]