Computer Vision Inference
CPU-native image and video processing without GPU infrastructure. ONNX and OpenVINO inference engine for object detection, classification, and segmentation — production-ready on standard VPS hardware.
What it does
Deploy object detection, image classification, and segmentation models on any CPU-powered server. CloviCV runs ONNX and OpenVINO optimized models without GPU dependencies — ideal for cost-sensitive workloads and edge deployment scenarios where GPU infrastructure is unavailable.
Why CloviCV
Most computer vision platforms assume GPU infrastructure. CloviCV is optimized for CPU-only deployment — reducing hosting costs, simplifying infrastructure, and enabling inference on standard VPS or edge devices where GPU access is unavailable or prohibitively expensive.
How CPU-native vision compares with a GPU cloud API or building your own inference stack.
| Capability | CloviCV | GPU cloud vision APIs | Roll-your-own |
|---|---|---|---|
| Runs on standard CPU hardware | Built in | GPU required | Depends |
| Detection, classification & segmentation | All three | Usually | You build it |
| No per-call cloud fees | Self-hosted | Per call | Self-hosted |
| Optimised ONNX/OpenVINO runtimes | Built in | Varies | You configure |
| REST API out of the box | Included | Yes | You build it |
| Part of the CloviTek stack | Native | No | No |
Comparison of common approaches, as of 2026. Approaches vary; details may change.
CloviCV plugs into your pipelines as a simple inference service.
CloviCV ships continuously. Here's what's live today, what's landing next, and where the product is headed.
One REST call, structured results back.
Production vision for the people who ship it.
Run real vision models on CPU hardware, with no GPU cluster to manage.
No GPU
Detection, classification and segmentation behind a simple HTTP API.
Simple API
Add image understanding to a product without an ML-infra project.
FastWhat teams reach for CloviCV to do.
Locate and label objects in photos or video frames.
Classify images at scale against your own labels.
Pixel-level masks to separate objects from background.
Run vision where GPUs aren't available or affordable.
Computer Vision Inference
CloviCV brings production-grade computer vision inference to standard CPU hardware. Request access to the CloviCV inference API.
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