Computer Vision Models Observatory

Make the strategic choice to analyze your images with AI

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NEURAL NETWORKS

The one and only family of technologies capable of recognizing complex patterns in pixels.

~150,000

Open-source vision models on Hugging Face in 2025

~500

New vision models released open-source every week on Hugging Face

Consequence
Running a truly relevant and exhaustive benchmark takes time… unless you equip and industrialize the comparison.

Neovision’s Observatory identifies the best-performing models for
your context

What the Observatory does

  • Compares in record time: we go from several weeks to just a few hours to compare two models on the same use case.
  • Expands possibilities: structured testing of a representative panel of relevant models for your context.
  • Measures decisive indicators: tailored metrics (accuracy, recall, F1, latency, memory footprint, inference cost…), on your data.
  • Reproducibility: protocols, test sets, configurations and results are documented and reproducible.

Direct benefits

  • Decision faster and better supported.
  • Reduced risk before R&D investment or deployment.
  • Solid foundation for industrialization (quality, performance, cost).

Computer vision is what I need

Explore your computer vision use cases

Classification
Assign a label to an image (or multi-labels).
#Quality-Control #Sorting #Automation #Advanced-Search

Detection
Identify and visually locate objects with precise bounding boxes.
#Counting #Picking #Inspection

Segmentation
Accurately delimit areas of interest pixel by pixel.
#Fine-Measurement #Structural-Monitoring #Identification

Reading (OCR)
Read text in the physical environment using computer vision.
#Digitization #Traceability

The expertise that makes the difference

Technological monitoring & insight

Our engineers quickly spot key models as soon as they are released, but also know how to look for more marginal options if they better fit your context.

Use-case driven selection

The latest or most reputed model (SOTA) is not necessarily the one that will best serve your goals: we identify the one that maximizes your performance in your context: business constraints, hardware, data volume, latency, confidentiality.

Data: stack the odds in your favor

We help you prepare and clean your data (representative samples, annotations, balancing, formats) for reliable testing.


Why choosing the observatory?

Start with a solid technological foundation by maximizing the sustainability and efficiency of your solution.

Audit the existing system: evaluate and challenge an already existing solution (if the code is available), identify improvement.

Let’s schedule a meeting to discuss your data, your constraints, and choose the right vision.