Visual Defect Detection
Connecting

ST-02

crankcase flange, dome light, single 5 MP view · Auto mode · last 8 hours

Uptime
30s
Last seen
19h ago
Parts
0
in this window
Passed
0.0%
Held
0.0%
Rejected
0.0%
P99 latency
0ms
deadline 180 ms
Deadline misses
0
none

Where the time goes

The latency budget for the most recent part, stacked against the physical deadline — the last moment this part could still be diverted

301716deadline 180 ms72.7 ms total
  • Image transfer
  • Quality gate
  • Pre-processing
  • Inference
  • Policy & PLC write
  • PLC scan & ack

Part ST-02-000000000400, trigger 400. Image transfer usually dominates on 1 GigE at 5 MP and above — camera-side region of interest and a faster link come before anything is done to the model.

Latency distribution

Every part in the window. The shape of the tail is the point: a P95 target alone lets one part in twenty be late

0 ms103 ms207 ms

Digital I/O handshake

The six wires to the PLC for one part. The heartbeat underneath is the signal the PLC acts on the absence of

TRIGGER_INrising edgeREJECT_OUTnot setHOLD_OUTnot setACK_INPLC confirmedHEALTHY_OUTdivert deadline 180 msdecision at 72.6 ms

Health

What the station is reporting about itself

Evidence buffer0.1%
Upload backlog30s
Bundle
2026.09.21-141131
Recipe
R-DEMO-01
Self-test
Reproduced
Mode
Auto

Cameras

SerialFramesDroppedTimeoutsMean level
SIM-00013960488.0

Why parts were held

The coded reason on every non-passing decision

CodeReasonParts
201Known defect detected with high confidence.59
204Classifier and anomaly model disagree.17
103Reflection covers part of the inspected area.12
202Result is not confident enough to decide automatically.6
301Part does not look like anything the model has seen.5
205Mark found but smaller than the size limit for its class.5
109Camera did not deliver a frame in time.4

Defects found

No defects recorded in this window.

Live decisions

Average time per stage

Across every part in the window — the shift report's version of the budget

2515deadline 180 ms62.4 ms total
  • Image transfer
  • Quality gate
  • Pre-processing
  • Inference
  • Policy & PLC write
  • PLC scan & ack