Biofouling management costs

ROV and AI synergy bring significant reduction on fish farm biofouling management…...

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Fish farm inspections (ROV) can meet GREENER standards with AI solutions!

Fouling is the multitude of organisms growing on the fish farm nets...

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Machine learning training for Fish farm inspections (ROV) integrates extensive ROV operator’s experience into the AI solution!

Each problem has specific field knowledge - where years of experience and competencies are...

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Visualization of measured values for Fish farm inspections (ROV)

Fish farm assets are complex, and the real world is noisy...

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KARMENstudio is Used by:


We combine AI with other techniques to solve a problem

  • AQUACULTURE assets are complex, and the real world is noisy!
  • We spend time understanding the roots of the problem!

We combine multiple approaches and techniques to solve complex problems.

We create:

  • Physical models
  • Sets of image processing approaches
  • Multiple approaches and techniques such as:
    • Computer vision
    • Geo-Positioning
    • Our own Artificial Intelligence solutions

KARMENstudio is built for scientific & industrial DATA

The range and volume of data that can be imported and exported are significant.

We fully support the following file types:

  • Full-range images, full-range video formats;
  • 360° images from various camera types 
  • Document file formats including .doc, .pdf, .xls, .csv, etc.
  • 3D models (like .OBJ or .DAE, etc)
  • Hyperspectral layers/markers of the same fields (up to 100 layers)

Training and testing phases

Training stage:

  • Personalized access to the KARMENstudio platform.
  • for the training of software using the power of machine learning!
  • keeps you in touch with data analysis - by 
    training the software by your experienced observer(s)
  • interactivity implemented which allows you fast performance
  • brings the efficiency of automatic image analysis even higher!
  • significantly increases your data harvest and analytics

Testing stage:

providing additional information regarding the expectations, probability, and efficiency of all the steps of analysis.

KARMENstudio workflow

The main workflow consists of base preprocessing, segmentation and classification with integrated functional modules and features, mapping and statistics.

  • The mapping module is merging individual images into one complete virtual image/folder.
  • Statistics module contains basic data analysis of main image features. Any extended data analysis is provided by additional suitable plugins.
  • Plugins supported: Image-based: include preprocessing step; Data-based: include data analysis; Based on image and data: include multiple image processing; Based on extended data: include structural analysis; Upgraded Functional Modules; Upgraded Features

Image analysis workflow includes following steps:

  • preprocessing,
  • segmentation,
  • classification,
  • multiple image processing,
  • structural analysis and
  • data analysis
  • Segmentation and classification contain intermediate computational scripts, each programmed as an independent functional module.

Deep Learning allows fast and efficient image analysis containing complex visual structures. In addition, thanks to Deep Learning, we can also quickly develop novel analysis scripts for new applications through automated proposing patterns of new scripts, based on our extensive experiential database, and adjusting the parameters of the new script modules.

Full analysis of a typical 8-megapixel image with resolution 3266×2450 pixels rarely takes more than 2 seconds on an average computer today.
Developing a novel script module for new applications takes only a few weeks.

Our image analysis is oriented to work with many related images, such as individual images forming a large visual scene, or a sequence of images captured in a short time, or slow time lapse of images, or images taken as cross-sections of 3D digitized objects.

This multiple-image orientation is ensured for high-speed image analysis and high data optimization, which enables simultaneous access and handling of even extremely large amounts of data.

KARMENstudio is highly modular and easily upgradable for different applications.
Upgrade models include plugins with new segmentation and classification functionalities, as well as plugin extensions for preprocessing, multiple image processing, structural analysis and data analysis.

Intuitive interface allows easy interactivity during all image analysis steps.
In the case of segmentation and classification it is possible to return to any previous intermediate step from the script, and to make adjustments to the parameters of the modules.

While the initial scope of KARMENstudio was developed for life-science microscopy, in particular in the field of cellular neuroscience, KARMENstudio has a much wider scope today, thanks to its distinct modularity and upgradability.

Examples of image processing modules used in KARMENstudio are: Structural analysis of bones and keypoint detection, Object tracing due to moving affinities, Point Spread Function detection, Validation by segment registration with other image analysis tools.

About us

KARMENstudio team - committed to bringing solutions to help

We're Innovative
We have created more than 160 custom image analysis scripts for a broad range of complex image structures and metrics, including advanced solutions for the scientific community with exceptional efficiency.

We're Professional
We have background education and experience in physics, data science, statistics, modeling, machine learning, automatization, instrument design, and optimization. We combine multiple approaches and techniques to solve a single problem.

We're Pragmatic
We spent time trying to understand and restrict the problem. We create physical models and a set of image processing approaches. AI-based solutions are integrated into a workflow. We deliver fully automatic analysis and reporting presented in various formats.

We have a core team of 6 dedicated scientists, entrepreneurs, and developers.

Ana Bedalov

Physicist (CEO & Founder)

Saša Kijuk

Head Software Developer

  • 25 years of experience in image analysis
  • very skilled machine/deep learning developer

Tonći Kozina

Signal analysis engineer

  • 22 years experience in signal analysis, analytical operations, and development for military purposes.
  • experienced app automatization developer

Ana Bacelj


  • MSc astrophysics
  • very precize, selfdriven and creative
  • image analysis specialist

Denis Zorić


  • experience in logistic protocols and statistics
  • IP and transfer of technology

Jelena Radić

Automatization engineer

  • responsible for optimization of the the server/human workers.  
  • very pragmatic and direct mind!

KARMENstudio team

We are here to provide you with AI ( machine learning ) tools for fully automatic, fast, and objective image/video analysis!

Oriented to your needs!

Solving accurately your problems!



You would have to:

– contact us:‬
-> Leave short instructions ( about  what do you want to measure from images/videos  )

– send us representative, but short image/video material

We will:

– build a custom protocol for your image/video analysis needs

– send you back DEMO materials :

  • with the short explanantion


You would have to :

  • Send us a short email and we will reply with a personalized link to our cloud to upload your image/video data.
  • Upload your first sample
  • Give us some instructions on at least one example image with marks and/or narrative explanation about what do you want to measure/gain from images.
    • We can also have a brief video call making sure we understand exactly what you would like us to “grab” from the images!

We will:

  • Build a custom protocol for your image/video analysis needs.
  • Send you back DEMO materials (images/clip, tables, stats,..):
  • We will be fast!

Contact us about pricing:

  • After the DEMO, we will send you a quote.
  • We charge building-up custom and trained automatic solutions.
  • Image/video analysis with ready custom solutions is later charged per image/video clip.
  • contact us!