School Nail Rules

Next Experiment: Real Measurement

Right now AI is making a visual judgement. Later we will add a known-size reference beside the finger, calculate pixels per millimetre, locate the fingertip and nail edges, and compare a calibrated free-edge measurement with the school rule.

IMAGE → REFERENCE SCALE → PIXELS PER MM → FINGERTIP EDGE → NAIL EDGE → FREE EDGE PIXELS → MILLIMETRES → COMPARE WITH SCHOOL RULE

Gemini Vision Experiments

API mode: Interactions
Model: gemini-3.6-flash
Gemini configured: Yes
Connection: Not tested
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Developer vision image:

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Developer / Parent View

Development mode: analysis images are currently being stored on this server for detector improvement. Oldest attempts are automatically removed after 300 records.

Student STEM Lab · Experimental Detectors / Full Hand Detector · Teacher / Presentation Mode · Export Training Dataset

Why doesn't Student Mode automatically find the nail?

Student Mode is collecting the examples that will teach a future AI what a nail looks like. The student's marking is the correct answer, called ground truth.

Ground Truth: The correct answer provided by a person for an AI training example.

20260903_063656_a73dc7afe996

Reprocess Original ROI with OpenCV Detector — creates a new linked attempt and preserves this record.

Detector Summary

Attempt ID: 20260903_063656_a73dc7afe996

Detector version: 1.1.4-multiview

Result: Low confidence - retry

Overall confidence: 52

Processing time: 289.6 ms

Finger orientation: -0.29650488345787°

Fingertip confidence: 100

Nail-search dimensions: {"x":89,"y":110,"width":344,"height":160}

Candidates: 3

Best candidate: 86.362157819812

Second candidate: 82.543709365227

Score margin: 3.8184484545848

Representation agreement: 83.388783885092

Ensemble agreement: 66.666666666667

Final nail confidence: 52

Visual Detection Pipeline

Click an image for full-size inspection. Missing stages remain visible so detector versions can be compared.