Exploring Semi-Supervised Learning for Audio-Based Automated Classroom Observations
Adapts FixMatch for audio-based classroom observation to cut labeling costs. Trained on real classroom audio, achieves near-supervised F1 (0.81 with 20% labels), indicating SSL can automate observation effectively with minimal labeled data.