Computer Vision Models Observatory
Make the strategic choice to analyze your images with AI
Deploy your AI
NEURAL NETWORKS
The one and only family of technologies capable of recognizing complex patterns in pixels.
- ~0,000
- Open-source vision models on Hugging Face in 2025
- ~0
- 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.