School Nail Rules



Borderline result: Ask for another picture (RECHECK)
Rules version: school_rules_v1

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
Gemini requests today: 0 / 100


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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_102055_592b0f2e7160

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

Detector Summary

Attempt ID: 20260903_102055_592b0f2e7160
Detector version: 1.2.0-opencv
Result: No finger/nail detected
Overall confidence: 0
Processing time: 190.6 ms
Finger orientation: 16.734548709841°
Fingertip confidence: N/A
Nail-search dimensions: {"x":71,"y":163,"width":174,"height":81}
Candidates: 3
Best candidate: 77.505230153317
Second candidate: 75.239532747539
Score margin: 2.2656974057777
Representation agreement: 25
Ensemble agreement: 66.666666666667
Final nail confidence: 0

Visual Detection Pipeline

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

1. Original ROI
Original ROI
2. Analysis Input
Analysis Input
3. Normalized Finger
Normalized Finger
4. Finger Segmentation Mask
Finger Segmentation Mask
5. Cleaned Mask
Cleaned Mask
6. Fingertip / Geometry Overlay
Not generated by this detector version
7. Nail Search ROI
Not generated by this detector version
8. Original RGB Nail Crop
Original RGB Nail Crop
9. Grayscale
Grayscale
10. Contrast-enhanced Grayscale
Contrast-enhanced Grayscale
11. Local Contrast
Local Contrast
12. Saturation Map
Saturation Map
13. Chroma / YCbCr Map
Chroma / YCbCr Map
14. Gradient X
Gradient X
15. Gradient Y
Gradient Y
16. Edge Magnitude
Edge Magnitude
17. False-colour Feature Map
False-colour Feature Map
18. Fused Nail Likelihood
Fused Nail Likelihood
19. Boundary Traces
Boundary Traces
20. Legacy Candidate
Not generated by this detector version
21. Fused Candidate
Not generated by this detector version
22. Boundary Candidate
Not generated by this detector version
23. Ensemble Overlay
Not generated by this detector version
24. Final Overlay
Final Overlay
25. OpenCV Original ROI
Not generated by this detector version
26. OpenCV Normalized Finger
Not generated by this detector version
27. OpenCV Fingertip Crop
Not generated by this detector version
28. OpenCV Grayscale
Not generated by this detector version
29. OpenCV CLAHE
Not generated by this detector version
30. OpenCV Bilateral Filter
Not generated by this detector version
31. OpenCV Canny
Not generated by this detector version
32. OpenCV Morphological Gradient
Not generated by this detector version
33. OpenCV Adaptive Threshold
Not generated by this detector version
34. OpenCV Contours
Not generated by this detector version
35. OpenCV Candidate Contours
Not generated by this detector version
36. OpenCV Ellipse Candidates
Not generated by this detector version
37. OpenCV GrabCut
Not generated by this detector version
38. OpenCV Ensemble
Not generated by this detector version
39. OpenCV Final Overlay
Not generated by this detector version

Side-by-side Comparison

Left image comparison
Right image comparison

Overlay Comparison

Compare a map or trace directly over RGB. The images are scaled into the same viewport.

Base representationOverlay representation

Representation Score Table

RepresentationScore / Evidence
GeometryN/A
GrayscaleN/A
Local ContrastN/A
EdgeN/A
SaturationN/A
ChromaN/A
TextureN/A
BoundaryN/A
Highlight PenaltyN/A
FusedN/A
Representation Agreement25
Ensemble Agreement66.666666666667

Top Nail Candidates

IDDetectorBBoxAreaWidth ratioLength ratioAspectCenterlineTip distanceBrightness ΔSaturation ΔChroma ΔTextureEdgeBoundaryHighlightGeometryFusedTotalDecision
1legacy_colour_candidate{"x":77.1665542503703,"y":64.139213510644,"width":191.8596027249184,"height":143.4741293144909}92340.723214285714291.55357142857142.14814814814810.303571428571430.852983071767573.4487695422427-0.0143388100831762.299876955595475.113596107978N/A42.540503005879086.489820466487N/A77.505230153317[]
N/Aboundary_reconstruction{"x":77.1665542503703,"y":64.139213510644,"width":191.8596027249184,"height":143.4741293144909}115810.723214285714291.55357142857142.14814814814810.303571428571430.85298307176757-10.682562592181-0.0596580733419181.64612763087677.60939458857252.86266104703178.83508720522086.489820466487N/A75.239532747539Rejected
N/Afused_region{"x":153.35244351612903,"y":125.63453962269799,"width":15.231438063474002,"height":11.069246802361988}470.0535714285714290.1252.33333333333330.131377551020410.7369116431961433.5710919653590.139955762981691.642756601210249.9681454433455.749821000463100078.25518131928554.049510334469.132160210718Rejected

Human Diagnostic Feedback

Which representation shows the nail most clearly?









What appears to be wrong?








OpenCV Analysis

OpenCV finger contour: {"detected":true,"contour_count":4,"best":{"index":3,"area":71312.5,"bbox":{"x":0,"y":0,"width":400,"height":225},"rotated_rect":{"center":{"x":199.49996948242188,"y":111.99998474121094},"size":{"width":223.99996948242188,"height":398.99993896484375},"angle":-90},"elongation":1.7812499701976736,"score":71312.5}}
OpenCV orientation: 16.734548709841
Internal contours: N/A
Plausible nail contours: N/A
Best nail candidate: N/A
Detector agreement: N/A
Confidence: 0
Initialization time: 202.40000000596 ms
OpenCV processing time: N/A ms
Full metadata.json
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        "captured_at": "2026-09-03T10:20:52.165Z",
        "stable_duration_ms": 0,
        "final_centroid_shift": null,
        "final_area_change_percent": null,
        "final_orientation_change_deg": null,
        "readiness_confidence": null,
        "capture_reason": "manual_developer",
        "rejected_reason_counts": [],
        "latest_readiness": null,
        "state_transitions": [
            {
                "state": "CAMERA_STARTING",
                "at": "2026-09-03T10:20:40.278Z"
            },
            {
                "state": "SEARCHING",
                "at": "2026-09-03T10:20:41.172Z"
            },
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                "state": "ANALYZING",
                "at": "2026-09-03T10:20:52.166Z"
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    "camera": {
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    "user_capture_roi": {
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        "x": 77,
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    "detected_finger_roi": {
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