Few-Shot Learning k-Shot Accuracy

Estimate expected accuracy for N-way K-shot classification tasks using prototypical network and matching network theoretical bounds

Each component has a specific meaning:

• Prototypical network — The prototypical network recorded for the patient or scenario being assessed.
• Matching network theoretical bounds — The matching network theoretical bounds recorded for the patient or scenario being assessed.

Note: Interpret the few-shot accuracy result against the clinical thresholds and context described above.

Enter the prototypical network, matching network theoretical bounds for the patient or scenario you are assessing. Estimate expected accuracy for N-way K-shot classification tasks using prototypical network and matching network theoretical bounds. Use the few-shot accuracy result to inform your clinical assessment.