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Machine vision05/11/2026

AI camera inspection: retrofit one quality-control station

AI camera inspection: retrofit one quality-control station

A compact AI vision station can be a valuable retrofit when manual inspection creates a production bottleneck or misses costly defects.

Official video demo

IDS NXT — AI-based quality inspection

The video demonstrates snap-ring checks, wood inspection, bottle-top identification and AI vision workflows.

System architecture

Part-present sensor triggers a camera → controlled lighting and imaging → AI inference → OK/NG signal to PLC → diverter, reject station or alarm.

Start with one economically important defect and collect representative accepted and rejected examples.

Validate before production

Lighting, positioning, trigger timing and line speed all affect results. Measure false accepts and false rejects against independently held-out production samples.

Source: IDS Imaging — AI-based quality inspection with IDS NXT.

Video và hình ảnh thuộc tác giả hoặc chủ sở hữu nguồn; Kỹ Sư Thập Cẩm không sao chép hoặc lưu trữ lại file video của họ.

Cover photo: IDS NXT product illustration from IDS Imaging; not a photo taken by Kỹ Sư Thập Cẩm.

Cover is an official IDS NXT AI vision illustration from IDS Imaging: https://en.ids-imaging.com/technical-articles-details/items/sustainable-edge-intelligence.html

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