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CLIP-GMC: Contrastive Language-image Pretraining Model for Few-shot Galaxy Morphology Classification

  • Authors: Handa Cai, Weibin Chen

Handa Cai and Weibin Chen 2026 The Astronomical Journal 171 .

  • Provider: AAS Journals

Caption: Figure 4.

CLIP-GMC training curves for Galaxy10 DECaLS (left column) and Galaxy MNIST (right column) across data fractions of 1%, 10%, 50%, and 100%. Shaded bands indicate ±1σ across five random seeds. (a), (b) Training loss; (c), (d) accuracy; (e), (f) macro F1-score.

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