OptiQCVISUAL INSPECTION LAB
INDUSTRIAL COMPUTER VISION

A closer look
at quality.

Explore unusual appearance in bottle images. View the real model’s anomaly map, inspect localized hotspots, and take the evidence with you.

WideResNet-50Original IVFPQ bankAnomaly map
ENGINE STATUSBROWSER CPU
Loading browser model

First visit downloads about 110 MB. The real model runs on your device; desktop recommended.

Bottle categoryPatchCore-style detector
Live browser demo. Your image stays on this device; inference runs in a browser worker. The first visit downloads about 110 MB of model and runtime assets. Desktop recommended: startup and inference depend on browser speed and available memory. Keep this tab open while the model loads.
01

Inspection canvas

YOUR IMAGE, UNDER THE LENS

Start with an image

Drop your file here, or browse files

Opaque PNG, JPEG or WebP · up to 8 MB / 4 MP

The model learns what normal bottles look like. It highlights deviations, without assigning object classes.

Or try a sample

REAL INPUTS · LIVE INFERENCE

Loading sample images…

BEHIND THE INSPECTION

Normal patches. Unusual differences.

An FP32 ONNX export of the supplied feature extractor and the original encoded bottle reference bank power each inspection.

  1. 01

    Extract

    The supplied WideResNet-50-2 weights turn your image into spatial feature embeddings in WebAssembly.

  2. 02

    Compare

    The original encoded IVFPQ bank finds nearest normal reference patches on your device.

  3. 03

    Localize

    Feature distances reveal unusual areas and the image verdict.