NVIDIA Metropolis

Computer Vision AI Platform

Need help with NVIDIA-based computer vision software development?

Data Monsters is your best choice
Data Monsters, an AI consulting company, is an NVIDIA Elite Partner who helps funded startups and enterprise R&D teams design and implement NVIDIA Metropolis/DeepStream-based software and hardware solutions and products.
With over 15 years in AI, hundreds of completed projects, and our Elite NVIDIA expertise, we are ready to become your dedicated development team and accelerate the release of your AI product. If you are looking for experts to help you design and develop scalable state-of-the-art computer vision software for your data center or edge image/video processing, we are at your service.
We will help you:
Create computer vision product prototypes and production-ready software
Collect, prepare, or generate training sets for computer vision solutions
Optimize your existing computer vision models for GPU inference with TensorRT
Develop and train computer vision models of any level of complexity
Configure and deploy DeepStream pipelines (video processing & Gstreamer)
Optimize performance (increase FPS) and accuracy (resolve edge cases)
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What is NVIDIA Metropolis?

An application framework that simplifies the development, deployment, and scale of AI-enabled video analytics applications - from edge to cloud.
Get Started with NVIDIA Metropolis >
Most popular NVIDIA Metropolis applications
Industrial Inspections
Gesture Recognition

Why Metropolis is the best Computer vision platform for your future product

Faster Time to
Leverage high-performance, pre-trained models to build accurate AI applications across a broad range of industries.
Experience production-ready models and SDKs to reduce development costs and achieve high throughput inference.
Secure, Scalable Deployment
Manage AI deployments securely and scalably from dozens up to millions of servers or edge devices.
NVIDIA Metropolis at GPU Technology Conference Keynote

Data Monsters
is your best NVIDIA GPU-based Computer Vision implementation partner

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Data Monsters, a Palo Alto-based AI consulting company, is an NVIDIA Elite Partner who helps funded startups and enterprise R&D teams design and implement Computer vision software and hardware solutions and products on NVIDIA GPUs. With our 15 years in AI, hundreds of completed projects, and Elite NVIDIA expertise, we are ready to become your trusted development team and accelerate releases of your AI product.
As an Elite Partner, Data Monsters has early and extended access to NVIDIA Computer vision frameworks: Metropolis, DeepStream, Triton, TAO, and others. We have the right hardware and software component to experiment with the latest NVIDIA frameworks several months before the official public release. Our direct connection with the development team at NVIDIA helps to follow the best deployment practices, optimize configuration settings, calibrate deployed pipelines, and adapt real-time streaming to different GPU chips.
If you build an NVIDIA GPU-based computer vision software, don't go it alone :)
NVIDIA GPU development requires a little bit of magic. It's a new and constantly evolving technology that requires some low-level development. Your team may be spending too much time on experimentation and adaptation. Data Monsters can help you accelerate your release cycles.
Here are some types of work you may need assistance with:
Designing and developing computer vision solutions of any scale
If you have a problem that can be solved with computer vision - we have solution architects to find the right approach, vision engineers to implement the hardware/camera setup, scientists to collect data, create and optimize the AI model, and deployment experts to make it run on edge or data center GPUs.
Productizing, accelerating, and upgrading your existing CV systems
We can provide solutions if you already have your own scientists and an AI model but want to convert it into a scalable product with NVIDIA DeepStream/Metropolis, you need to reduce false positives or latency, or you need to make it work 10x faster.
Preparing data sets for computer vision
If you need to collect and label datasets for your computer vision system, we can do it for you. We have tools and best practices even for difficult cases.
Generating datasets with NVIDIA 3D rendering tools
If you need high accuracy, but your training set is small (for example, you only have several photos of defects or rare items), we can help you synthesize thousands of well-randomized samples for the testset and correctly use this synthetic data in your computer vision application.
Choosing the right camera and lighting
In computer vision applications, image capturing setup is crucially important. Different types of cameras, light spectrum, and polarization can make a huge difference in making important details distinguishable and providing the required signal/noise ratio.
Custom computer vision model training
With open source computer vision libraries, you can easily build your own CV system with 70-80% accuracy, but it appears to be very hard to improve these numbers. It may take months and years of work for non-standard domains. We know some secrets and NVIDIA tools that can speed up this process considerably.
Deploying and optimizing CV solutions
Your CV system may need to run on different GPUs at high FPS (frames per second) rates. NVIDIA T4, Quadro RTX, V100, A100, Jetson NX, and other GPUs have different number of cores, memory, and throughput. We know how to deploy and optimize your system to get the best performance on each of these systems.
Protecting and scaling edge CV solutions for hundreds and thousands of cameras
They feel ownership of the project.  It’s a dedication, and it’s a tenacity to quality, and also the thinking outside of the box. They are looking beyond the problem, they are looking at a bigger picture all the time, which is really helpful to us.
Don't go it alone - this work can take months of tinkering. Data Monsters have relevant experience to help you design the system and accelerate your product releases.

Start working with Data Monsters

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Use Cases

Food processing packaging line defect detection
Battery X-ray scans for quality inspection
Label verification on food processing line
Semiconductor wafer defect detection
Adhesive application inspection
Crimp force
Welding quality inspection
Automotive Parts installation inspection
Palletizer anomalies detection
Packaging process inspection and measurement
3D face recognition for access control
Manual assembly verification
Busy and idle time monitoring
Food processing sanitary inspections
Weighing and measurement system with 3d computer vision