L-MCAT reports 95.4% accuracy with 20 labels per class on SEN12MS, but its contrastive alignment loss uses diagonal token pairing, contradicting the unpaired-data claim.
A simple framework for contrastive learning of visual representations,
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L-MCAT: Unpaired Multimodal Transformer with Contrastive Attention for Label-Efficient Satellite Image Classification
L-MCAT reports 95.4% accuracy with 20 labels per class on SEN12MS, but its contrastive alignment loss uses diagonal token pairing, contradicting the unpaired-data claim.