Scroll Happy Emotion โ€” Student (efficientnet_b2)

EfficientNet student distilled from Hume teacher labels on aussiegingersnap2/scroll-happy-emotion.

Predicts continuous probabilities for 48 emotions, 36 FACS AUs, and 27 facial descriptions from a single face crop.

Eval (held-out creators)

Metric Value
Mean row Spearman (emotions) 0.7981
Mean row Spearman (FACS) 0.8919
Mean row Spearman (descriptions) 0.6896
Top-1 emotion vs teacher 0.3678
Top-3 emotion recall vs teacher 0.6356
Dead emotion dims (val pred std < 1e-3) 0/48
Val rows 15,896

Trackio run: v0.3e-bias-w1p5-seed-101 in project scroll-happy-emotion.

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Evaluation results

  • Mean row Spearman (emotions) on scroll-happy-emotion (training_faces, val split)
    self-reported
    0.798
  • Mean row Spearman (FACS) on scroll-happy-emotion (training_faces, val split)
    self-reported
    0.892
  • Mean row Spearman (descriptions) on scroll-happy-emotion (training_faces, val split)
    self-reported
    0.690
  • Top-1 emotion vs teacher argmax on scroll-happy-emotion (training_faces, val split)
    self-reported
    0.368