Two ways to work together, both of them ending in a system that runs without someone watching it. I'm Muhammad Rizwan Munawar, a computer vision engineer and a top contributor to the Ultralytics YOLO project, and the tutorials, benchmarks and open-source tools on this site are the same engineering you would be hiring.
Custom detection models trained on your data: counting, inspection and defect detection that hold up on real footage, not just the test set.
Multi-object tracking, zone counting, dwell time and flow, measured continuously from feeds you already have.
Every review is verified on Upwork, from clients who paid for the work described above.
5 🌟 reviews onExcellent to work with and exceeded all expectations in answering questions related to various courses. One of the standout qualities of Muhammed was their commitment to going above and beyond. They didn't just provide brief, surface-level answers. Instead, they took the time to provide in-depth responses that demonstrated their expertise and dedication to the job
Muhammad did an excellent job on my project. He's very knowledgeable, intelligent, and highly capable. I hope to work with Muhammad again in the future.
Even though he had to work till midnight, Rizwan always worked diligently and attempted to solve difficulties. Rizwan is the best freelancer with whom I've ever worked in Upwork.
Good experience, was available when needed and on time on our appointment. explained well and teached well.
Work was completed promptly and with great care. He's willing to go the extra mile and was willing to adapt to changes. Great job!
Excellent to work with and exceeded all expectations in answering questions related to various courses. One of the standout qualities of Muhammed was their commitment to going above and beyond. They didn't just provide brief, surface-level answers. Instead, they took the time to provide in-depth responses that demonstrated their expertise and dedication to the job
Muhammad did an excellent job on my project. He's very knowledgeable, intelligent, and highly capable. I hope to work with Muhammad again in the future.
Even though he had to work till midnight, Rizwan always worked diligently and attempted to solve difficulties. Rizwan is the best freelancer with whom I've ever worked in Upwork.
Good experience, was available when needed and on time on our appointment. explained well and teached well.
Work was completed promptly and with great care. He's willing to go the extra mile and was willing to adapt to changes. Great job!
Rizwan AI builds computer vision and deep learning systems that turn images and video into automatic decisions: detecting and counting objects, tracking people and vehicles, reading documents, and inspecting for defects. The work spans feasibility assessment through to a system running in production on cloud, on-prem or edge hardware.
With a short call, and then a look at your own footage or documents. Nothing can be promised on accuracy or cost before seeing real data, so that comes first. If the honest read is that the project will not work, you get that answer rather than a proposal.
Yes. The work is remote and clients are worldwide. Camera footage, documents and deployment targets travel fine; where data cannot leave a network, the system is built to run on your own hardware instead.
Usually yes. The first step is diagnosing whether the ceiling is the model, the data, or the problem definition. Those need very different fixes, and a stalled prototype often means the wrong one was assumed.
Tell me what you want to see, read, or measure. A short call gets you an honest read on feasibility, accuracy and cost.