One Last Attention for Your Vision-Language Model

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Benchmark Model Rank Results
prompt-engineering-on-caltech-101RAda#9Harmonic mean: 96.31
prompt-engineering-on-caltech-101RAda + Prompt#10Harmonic mean: 96.31
prompt-engineering-on-caltech-101RAda + Adapter#17Harmonic mean: 95.76
prompt-engineering-on-dtdRAda + Adapter#4Harmonic mean: 73.86
prompt-engineering-on-dtdRAda + Prompt#12Harmonic mean: 70.33
prompt-engineering-on-dtdRAda#16Harmonic mean: 67.42
prompt-engineering-on-eurosatRAda + Prompt#2Harmonic mean: 89.22
prompt-engineering-on-eurosatRAda + Adapter#10Harmonic mean: 84.20
prompt-engineering-on-eurosatRAda#14Harmonic mean: 81.82
prompt-engineering-on-fgvc-aircraftRAda + Adapter#9Harmonic mean: 39.82
prompt-engineering-on-fgvc-aircraftRAda + Prompt#13Harmonic mean: 38.13
prompt-engineering-on-fgvc-aircraftRAda#15Harmonic mean: 36.09
prompt-engineering-on-imagenetRAda + Adapter#13Harmonic mean: 73.89
prompt-engineering-on-imagenetRAda + Prompt#16Harmonic mean: 72.44
prompt-engineering-on-imagenetRAda#17Harmonic mean: 71.78
prompt-engineering-on-oxford-102-flowerRAda + Adapter#11Harmonic mean: 85.08
prompt-engineering-on-oxford-102-flowerRAda#14Harmonic mean: 82.65
prompt-engineering-on-oxford-102-flowerRAda + Prompt#17Harmonic mean: 81.31
prompt-engineering-on-oxford-iiit-pet-datasetRAda + Prompt#2Harmonic mean: 97.01
prompt-engineering-on-oxford-iiit-pet-datasetRAda + Adapter#7Harmonic mean: 96.69
prompt-engineering-on-oxford-iiit-pet-datasetRAda#16Harmonic mean: 95.16
prompt-engineering-on-stanford-carsRAda + Prompt#7Harmonic mean: 76.45
prompt-engineering-on-stanford-carsRAda + Adapter#8Harmonic mean: 76.13
prompt-engineering-on-stanford-carsRAda#13Harmonic mean: 74.99
prompt-engineering-on-sun397RAda + Adapter#9Harmonic mean: 80.63
prompt-engineering-on-sun397RAda + Prompt#12Harmonic mean: 79.76
prompt-engineering-on-sun397RAda#16Harmonic mean: 78.11

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