Right tool for the job

What Cveler does best

Cveler does not aim to be a do-it-all software consultancy. Cveler focuses on tasks and projects related to computer vision and data sciences in research, embedded, and industrial use.

Specializing in real-time

Do you have hard real-time requirements? Is your product embedded and memory constrained? Cveler specializes in embedded computer vision.

Lightweight and efficient

Not just fast code and algorithms, but also fast and efficient iteration with your team. Cveler has no extra layers of management to slow us down.

Tools for computer vision

10+ years of experience making computer vision teams more efficient by introducing the right tools for debugging, logging, building, shipping, benchmarking, and visualizing data.

Software engineering best practices

Contributing high-quality and extendable code. You will not be stuck with an incomprehensible mess of spaghetti code.

About Cveler

Computer vision expertise at your service

Cveler is a one-person computer vision consultancy established in 2022. The focus of the company is to offer services only in limited areas of expertise and interest. Cveler does not have a permanent office and accepts on-site work only in special cases.

Hi there! I’m Matti Jukola, a computer vision engineer with 10+ years of experience in software that needs to be run reliably 24/365.

I’m experienced in low-level algorithm implementation, GPGPU (CUDA), DSPs, platform architecture, automation, and frontends. My computer vision interests are mostly in classical 3D vision methods (calibration, pose estimation, SLAM, blobs, etc.) and robust deep learning methods for industrial use (motion blur, noisy, etc.).

I’m usually the do-it-all and “tools guy” of the teams I have worked with. Be it creating efficient build systems, complex graphical user interfaces, runtime debugging tools, or interactive dashboards, I have found the challenges interesting when it helps others to be more efficient.

By having a deep understanding of computer vision, algorithms, and deep learning, I can quickly jump into your team and get results faster than expected.

I sometimes contribute to open source projects on Github and write blog posts about my interests. You can contact me directly on Linkedin.

Hope to talk to you soon!

– Matti

Core competency

Services

Cveler wants you to be happy with the service. This can be achieved by limiting the scope of computer vision and software engineering services to our core competencies. Even if you don’t find a perfect match for your project below, please drop a message and we can discuss if Cveler is a good match for your project.

Automation system integration

Integrating your computer vision system into an industrial automation system can be daunting, but Cveler can help you make the right decisions. Cveler has a lot of prior experience with Beckhoff, some experience with Siemens systems, and low level implementation experience with Modbus, I2C, SPI, etc. communication protocols.

Design / Implementation

Design and implementation of computer vision systems. Cveler has the expertise to choose the vision system components and implement the software code which will bring the vision system to life.

GPGPU / DSPs

CUDA, embedded, assembly intrinsics, memory constrained system, things that are low level: these are the core expertise of Cveler. It is also not always possible to do everything on your overcrowded DPSs in which case the workload between DSPs, GPUs, and CPUs needs to be rebalanced.

Optimization

Optimization of existing algorithms and pipelines. If you want your team to focus on adding new features, you can leave code optimization, parallelization, and caching of results to Cveler.

Productization of research code

When your algorithms work on the research pipeline, it’s time to move to a more efficient implementation. Be it Python, MATLAB, or any other prototype language or framework, porting the code to C++ can bring huge savings on hardware costs or number of images analyzed per second.

Project plan evaluation

Independent evaluation of project plans and offers. Do you have a hard time judging the feasibility of project plans? Do you want a second opinion on the project deadlines? Let Cveler make an independent assessment of the project plans.

Prototyping

Creating fully working software prototype systems that use computer vision, external sensors, and have graphical user interfaces, automation, or web integration.

Tools for computer vision

GUIs, build systems, interactive logging, dashboard: things that make your team work more efficient.

Deep Learning model optimization and deployment for inference

Cveler can help you with TensorRT, ONNX, model quantization, implementing missing model layers, and deployment of your deep learning model on embedded and web platforms.

Augmented and virtual reality

AR and VR spaces have a few hard requirements such as low latency and low pose jitter for which prior experience is beneficial in successful projects.

Whether you have a short technical question or a longer business plan, I'll write you shortly

Get in touch



Contact

contact@cveler.com
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