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Ashkan Taghipour (The University of Western Australia)

Fix pydantic/Gradio compatibility issue causing 'No API found' error

c29becc about 2 months ago

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metadata

title: HeartWatchAI
emoji: ❤️
colorFrom: red
colorTo: pink
sdk: gradio
sdk_version: 5.6.0
app_file: app.py
pinned: false
short_description: AI-powered 12-Lead ECG Analysis
hf_oauth: false

HeartWatch AI

AI-powered 12-Lead ECG analysis using deep learning models.

Features

77-Class ECG Diagnosis: Detect 77 different cardiac conditions
LVEF Prediction: Predict left ventricular ejection fraction < 40% and < 50%
AFib Risk: 5-year atrial fibrillation risk prediction
Interactive Visualization: Clinical 4x3 lead layout with ECG paper grid

Models

This demo uses EfficientNetV2 models from the DeepECG project:

heartwise/EfficientNetV2_77_Classes
heartwise/EfficientNetV2_LVEF_40
heartwise/EfficientNetV2_LVEF_50
heartwise/EfficientNetV2_AFIB_5y

Input Format

NumPy array (.npy file)
Shape: (2500, 12) or (12, 2500)
12 standard leads: I, II, III, aVR, aVL, aVF, V1-V6
10 seconds at 250 Hz sampling rate

Disclaimer

This is a research demonstration tool. Predictions should NOT be used for clinical decision-making. Always consult qualified healthcare professionals for medical advice.