Agustin Corbat

I'm

About

An Interdisciplinary Image Analyst and PhD Physicist, enriched by practical knowledge from a core medicine career, who excels at turning complex visual data from any source into clear, measurable results. I apply advanced deep learning and physics-based modeling to solve novel problems across scientific and industrial sectors. My strength lies in designing custom, data-driven workflows and providing expert consultation to drive innovation, regardless of the specific field.

As a bioimage analyst with a unique foundation in both medicine and physics, I specialize in transforming complex visual data into precise, quantitative metrics. I bridge the gap between understanding intricate biological and geological systems and applying rigorous computational analysis to extract critical information.

My expertise delivers value across diverse industries:

Medical

Quantifying cellular features in histopathology and automating analysis for diagnostic and research applications.

Agricultural

Assessing crop health, analyzing root systems, and phenotyping from drone and microscopic imagery.

Petrography

Characterizing pore networks and quantifying mineral composition and grain structures in rock thin sections.

I turn your images into objective data, enabling you to make better, faster, and more informed decisions. Let's connect via email to solve your imaging challenges.

Image Analyst

My primary focus is on developing image analysis pipelines to extract quantitative information, irrespective of the modality or area. My skills include proficiency in microscopy, encompassing the selection of appropriate techniques and the analysis and quantification of data to address various scientific inquiries. I always leverage the synergy between mathematical modeling and experiments to answer different questions effectively. I gain advantage of my interdisciplianry skillset to provide counselling regarding image analysis projects.

Beyond project execution, I am passionate about education and mentorship. I design and deliver customized courses for graduate, postgraduate, and industry settings on a wide range of subjects, including statistics, physics, image analysis and automation.

  • Degree: PhD
  • Website: acorbat.github.io
  • Birthday: 18 January 1990
  • Born in: Buenos Aires, Argentina
  • Current City: Buenos Aires, Argentina

PhD in Physics

During my PhD, I have been working under the advice of Dr. Hernán Grecco focusing on obtaining quantitative information from microscopy images to unravel how intra and intercellular signalling cascades emerge from underlying biological networks. To avoid experimenter bias and amass enough data, I worked on the design of experiments and programming of Python modules that would automatically analyze the acquired images. From this, I found out that microscopy, in all its variants, excels at determining individual characteristics in cell population providing essential information of their variability and subsequent behaviour.

Skills

In my pursuit of knowledge and expertise in the fields of physics, systems biology, and microscopy, I have honed a diverse skill set that is anchored in both scientific inquiry and technical proficiency. To automate processes and mitigate experimental bias, I ventured into programming, control and automation, and statistics. My commitment to integrating these skills into my work has enabled me to approach complex problems with a multidisciplinary perspective, fostering innovation and precision in scientific research and experimentation.

Python100%
Image Analysis 100%
Deep Learning 100%
Mathematical Modeling 100%
Microscopy 100%
PyTorch 100%
Systems Biology 100%
Cell and Molecular Biology 100%

Portfolio

I applied the techniques I have learnt during this time to a plethora of different scientific questions gaining advantage on synergy between modelling and experiments to devise new questions. For example, I have studied the apoptotic signalling cascade where modelling the network led me to ask myself whether placing stimuli at different nodes of the network gives place to different dynamics. After designing the necessary experiments, I unraveled the role of key nodes in the apoptotic network and designed a single mathematical model to describe dynamics when applying different stimuli.

I have also worked with different image modalities, such as Magnetic Resonance Imaging and Video acuisitions, and diverse topics such as ecology and petrography.

  • All
  • Postdoctoral
  • PhD
  • Package
  • Collaboration
  • Image Analysis

Services

I provide Image Analysis freelance services to design and implement automatic pipelines and consultancy sessions. I also develop courses for academic and industry environments. You can find below some of the materials I produced.

Introduction to Bioimage Analysis Lecture

Lecture about an introduction to bioimage analysis.

Interfacing with other networks

Short talk delivered at GloBIAS in-person workshop about how GloBIAS could interface between local communities.

On Navigating the Archipelago

Short talk delivered at GloBIAS in-person workshop about where bioimage analysts come from.

Digital Image at CFMO

Lecture introducing to digital images in Curso de Fundamentos de Microscopia Optica.

Introduction to BioImage Analysis at CFMO

Lecture introducing to image analysis in Curso de Fundamentos de Microscopia Optica.

AI and Image Analysis

Lecture introducing to artificial intelligence in image analysis.

Image Analysis Lecture

Lecture about an introduction to image analysis techniques.

Image Analysis Workshop

This 4h workshop intends to teach image analysis to PhD students and researchers who acquire light microscopy images.

Correction of Uneven Illumination and Uneven Focus Dataset

Image dataset with the goal of demonstrating the effect of uneven illumination or uneven focus when stitching tiles.

Bleedthrough, Saturation/Underexposure and Soft Focus Dataset

Image dataset with the goal of demonstrating the effect bleedthrough, saturation, underexposure or soft focus on image analysis.

Noise Level versus Averaging Dataset

Image dataset with the goal of demonstrating the effect of noise on image analysis.

Folder Convention

A suggestion on how to organize project folders

Anisotropy Errors

A notebook to get immersed into how errors propagate in anisotropy estimation.

Teaching examples

Conatins a notebook to understand goodness of fit through simulations. And a small example of automation for osciloscopes.

Adjutant

A small AI chatbot for slack capable of remotely waking up computers through wake-on-LAN.

img_manager

A Python package with Object wrappers for different microscopes and image correction algorithms.

Liver Lineage Tracing

A small notebook to simulate a system similar to the one proposed by Unterweger et al.

Radiobiologia

A small notebook to play around with Linear Quadratic Model in Radiobiology.

Resume

In my career journey, I have had the unique opportunity to travel across the realms of medicine and physics, forging a multidisciplinary skill set that bridges the gap between biology and quantitative analysis. During my years in medical school, I learnt how variability in biology would arise at different levels, from the cellular level through tissue and organs to the whole individual. Upon embarking on my physics career, I intentionally selected biophysical and statistical elective courses to match my interest in quantitatively probing biological phenomena. This interdisciplinary journey has enabled me to seamlessly integrate my medical insights with advanced quantitative methodologies, fostering a unique skill set that enhances my ability to tackle complex scientific challenges at the intersection of physics and biology.

For a detailed CV, refer to overleaf.

Summary

Agustin Corbat

Physicist with a keen interest in image analysis and microscopy. Over 10 years of experience in image analysis, research and teaching, as well as programming and automating workflows.

  • Buenos Aires, Argentina
  • acorbat.bia@gmail.com

Professional Experience

BioImage Analyst

2025 - Present

Universidad de Buenos Aires, Buenos Aires, Argentina

BioImage Analyst

2024 - 2025

Uppsala Universitet, Uppsala, Sweden

Postdoctoral Researcher

2021 - 2024

Karolinska Institutet, Stockholm, Sweden

  • Marie Skłodowska-Curie Action Seal Of Excellence.
  • My research was performed in Dr. Emma Andersson's Lab where I specialized in an interdisciplinary approach integrating microscopy and mathematical modeling to advance the field of developmental biology.
  • My focus consisted on decoding the intricate interplay between Notch cell-to-cell signaling and mechanical forces, elucidating their role in precise pattern formation during inner ear development.
  • Collaborated with colleagues in devoloping analysis of lineage tracing and microscopy images.
  • Supervision of Master students.

PhD Student

2016 - 2021

Universidad de Buenos Aires, Buenos Aires, Argentina

  • National Scientific and Technical Research Council (CONICET) Postgraduate Fellowship to pursue a PhD 2016-2021, awarded through National competition.
  • I pursued my PhD in Dr. Hernan Grecco's group where I applied microspectroscopy to quantification and modelling of signal propagation in biological networks.
  • Collabroated with different groups to design microscopy experiment and image analysis pipelines.
  • High Level Technological Service: Colaboration with Y-Tec, Digital Petrography, Image analysis and machine learning applied to gigapixel petrography samples.

Education

PhD. in Physics

2016 - 2021

Universidad de Buenos Aires, Buenos Aires, Argentina

Grade: 10 (grading scale: from 0 to 10, with 10 as maximum)

Advisor: Dr. Hernán E. Grecco; Defended on 10th of August of 2021

Thesis: Microspectroscopy applied to quantification and modelling of signal propagation in biological networks: I devised an integrative mathematical model for the apoptotic cascade by analyzing timing between caspases when using extrinsic and intrinsic stimuli.

Elective Subjects:

  • Biology of Molecular Systems: Modelling and experimental validation of biological networks.
  • Optical and Fluorescence Microscopy: Theoretical and practical course regarding many aspects of microscopy and image acquisition.
  • Fourier Optics: Theoretical course treating Fourier optics.
  • Machine Learning: Theroetical and hands on course regarding various machine learning aspects and examples.
  • Electronics Laboratory: Design, analysis and experimentation with diverse circuits.
  • Licenciatura in Physical Sciences

    2011 - 2016

    Universidad de Buenos Aires, Buenos Aires, Argentina

    General Average: 9.32, Historical Average: 8.51 (grading scale: from 0 to 10, with 10 as maximum). Estimated Time for Completion: 6 years. Actual Completion: 5 years

    Thesis: Modelling Caspase Dynamics from Temporal Series: I theoretically calculated how to estimate protelytic activity from anisotropy polarization of homoFRET based biosensors and used three spectrally separated biosensors to monitor activity of extrinsic, intrinsic and effector caspases in time series of single cells.

    Elective Subjects:

  • Topics in Molecular Biophysics: General concepts regarding biochemistry and biology with experiments regarding measurements of biophysical values.
  • Biophysics: Theoretical course regarding modelling of diverse biological systems.
  • Experimental Uncertainties and Theory of Error: Advanced statistics course.
  • Medicine, Core Assignments Completed

    2008 - 2010

    Hospital Universitario Austral, Buenos Aires, Argentina

    Merit Scholarship

    General Average: 7.48 (grading scale: from 0 to 10, with 10 as maximum)

    Teaching

    Invited Lecturer

    2025 | Fundacion Instituto Leloir, Buenos Aires, Argentina

    • Introduction to Bioimage Analysis: Seminar and workshop introducing bioimage analysis techniques.
    • Link to Material

    2025 | Fundacion Instituto Leloir, Buenos Aires, Argentina

    2025 | Swedish University of Agricultural Sciences, Uppsala, Sweden

    • AI Tools in Biology: Seminar and workshop on artificial intelligence for bioimage analysis.
    • Link to Material

    2025 | Live Cell Imaging Facility, Karolinska Institutet, Stockholm, Sweden

    • Microscopy: Improve Your Imaging Skills - From Sample Preparation to Image Analysis: Course addressing theoretical and practical knowledge on experimental design on microscopy.
    • Link to video
    • Link to Material
    Teaching Assistant

    2024 | Center for Cellular Imaging, Gothemburg University, Gothemburg, Sweden

    • Introduction to Bioimage Analysis: Course addressing theoretical and practical knowledge on image analysis oriented to biology.

    2024 | NBIS, Uppsala, Sweden

    • Neural Nets and Deep Learning: Course addressing theoretical and practical knowledge on designing and understanding neural networks.

    2024 | Karolinska Institutet, Stockholm, Sweden

    • Microscopy: Improve Your Imaging Skills - From Sample Preparation to Image Analysis: Course addressing theoretical and practical knowledge on experimental design on microscopy.

    2019 - 2021 | Universidad de Buenos Aires, Buenos Aires, Argentina

    • Laboratory 3: Design, analysis and experimentation applied to electricity and magnetism. I was in charge of practical course.
    Graduate Teaching Assistant

    2017 - 2021 | Universidad de Buenos Aires, Buenos Aires, Argentina

    • Control and Instrumentation: Design, signal processing, automation and instrumentation of various devices found in laboratories.
    • Laboratory 5: Design, analysis and experimentation applied to different areas of physics.
    • Laboratory 3: Design, analysis and experimentation applied to electricity and magnetism.
    • Optical and Fluorescence Microscopy: Concepts and practice on design and experimentation with optical and fluorescence microscopes.
    • Physics 1 for biologists and geologists: Mandatory classical mechanics and electromagnetism practical exercises for biologists and geologists.
    Undergraduate Teaching Assistant

    2015 - 2017 | Universidad de Buenos Aires, Buenos Aires, Argentina

    • Physics 1 and 2 for biologists and geologists: Mandatory classical mechanics, electromagnetism, optics and thermodinamics practical exercises for biologists and geologists.
    • Laboratory 1 for chemists: Classical mechanics and optics experiments for chemists.
    • Laboratory 5: Design, analysis and experimentation applied to different areas of physics.
    • Latex and Python Programming: 3 practical classes consisting of 3 hs. dictated once per semester. Organization, diffusion and presentation of the Workshop by students.

    2010 | Hospital Universitario Austral, Buenos Aires, Argentina

  • Cellular and Molecular Medicine: Preparation and presentation of Molecular Biology practical lessons for Medicine undergraduate students.
  • Contact

    You can contact me through my work email if you are interested in freelance consulting or GitHub if it is a matter regarding coding or a repository.