Causality-guided Prompt Learning for Vision-language Models via Visual Granulation

Benchmark Model Rank Results
prompt-engineering-on-caltech-101CaPL–Harmonic mean: 97.47
prompt-engineering-on-dtdCaPL–Harmonic mean: 77.32
prompt-engineering-on-eurosatCaPL–Harmonic mean: 90.69
prompt-engineering-on-fgvc-aircraftCaPL–Harmonic mean: 45.32
prompt-engineering-on-imagenetCaPL–Harmonic mean: 77.80
prompt-engineering-on-oxford-102-flowerCaPL–Harmonic mean: 91.75
prompt-engineering-on-oxford-iiit-pet-datasetCaPL–Harmonic mean: 98.03
prompt-engineering-on-stanford-carsCaPL–Harmonic mean: 82.01
prompt-engineering-on-sun397CaPL–Harmonic mean: 83.84
prompt-engineering-on-ucf101CaPL–Harmonic mean: 87.66