Computer Vision Models Observatory
Make the strategic choice to analyze your images with AI
The one and only family of technologies capable of recognizing complex patterns in pixels.
~50,000
Open-source vision models on Hugging Face in 2025
~400
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.
Tangible 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
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
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
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
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.