Case 01 · Video understanding
Vantage Search
Natural-language search across video libraries.
A video indexing and semantic search platform. Videos are indexed so they can be queried in plain language, returning the moments that match.
Freelance · Available for new projects
Computer vision, from prototype to production.
Freelance computer vision engineering for startups and product teams: custom models, video pipelines, and the deployment work that gets them into a real product.
8+ yrs in industry
Research → production
Fixed-scope projects
Illustration: a street scene with people, cars and a dog, each outlined by a labelled detection box and a tracking trail.
Object detectionSegmentationMulti-object tracking
Open-vocabulary detectionVideo searchSynthetic data
Generative AIModel optimisationCloud & edge deployment
01 — Work
Selected projects
A few systems that are live today, covering video search, real-time detection and synthetic training data.
Case 02 · Real-time video
Flash-Findr
Real-time object detection and tracking in the browser.
A deployed web application for live video analysis, running detection and tracking end to end, from model inference to the user interface.
Open project
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Case 03 · Synthetic data
Dataspan.ai Platform
Synthetic training data for visual inspection.
A platform for generating AI training datasets and training models on them. The demo shows synthetic "pitting" defects generated on metal threads, for training inspection models where real defect images are scarce.
● In progress
VisionPilot, a tool that builds and runs vision pipelines from a plain-language description. Demo coming soon.
02 — Services
How I can help
Projects usually cover one or more of these stages, depending on where you are.
01Scope
Feasibility study
Assessing whether and how the problem can be solved: reviewing relevant research, prototyping on your data, and outlining a plan with an estimated cost.
02Build
Models & pipelines
Custom models for detection, segmentation, tracking, classification and generative tasks, trained on your data and tuned to your performance and hardware requirements.
03Ship
Deployment
Deployment to cloud or edge, model export and optimisation, monitoring, and documentation so your team can maintain the system.
Pricing
Projects are fixed-scope and fixed-fee. Deliverables, timeline and cost are agreed before work begins.
03 — About
Background
I'm Almog, a computer vision engineer with 8+ years of industry experience building machine learning systems, with a focus on bringing research methods into reliable production software.
My work covers detection, tracking, video understanding and generative models for synthetic data. On freelance projects I work directly with your team throughout, from the initial research to deployment.
- Focus
- Computer vision · Video · GenAI
- Toolkit
- PyTorch · TensorFlow · ONNX
04 — Contact
Have a project in mind? Let's talk it through.
- Free intro call
- Written plan and fixed quote