Vision Transformers with SatCLIP location embeddings beat prior CNN baselines on thaw slump and ice-wedge polygon detection test splits, but not on infrastructure detection.
A transdisciplinary, comparative analysis reveals key risks from Arctic permafrost thaw,
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Pan-Arctic Permafrost Landform and Human-built Infrastructure Feature Detection with Vision Transformers and Location Embeddings
Vision Transformers with SatCLIP location embeddings beat prior CNN baselines on thaw slump and ice-wedge polygon detection test splits, but not on infrastructure detection.