9:41
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👶
CryLens AI
Neonatal Cry Classifier
best_model.pth
🎙 Detect
📋 History
ℹ Info
🎙 Awaiting input
Select a scenario and tap Record
🎙 Start Recording
ANIMATED SIMULATION
CryLens AI
Baby Cries Classification App
Pick a cry scenario. The engine synthesises a characteristic cry waveform via
Web Audio API
, streams real-time frequency analysis, and runs the AUC-calibrated inference pipeline that mirrors
best_model.pth
.
Choose Cry Scenario
Pain Cry
Sharp staccato · AUC 0.81 · Post-procedure pattern
Hunger Cry
Rhythmic, sustained · AUC 0.79 · Feeding signal
🧠
Neurological Distress
High-pitched, irregular · AUC 0.88 · Critical alert
Live Frequency Analysis
Energy RMS
—
ZCR / frame
—
Fundamental Hz
—
HF Ratio
—
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best_model.pth
4.77 MB · CNN · Mel-Spectrogram → Softmax
Pain AUC
0.808
Hunger AUC
0.788
Neuro AUC
0.876