Cross-Domain Few-Shot Classification via Adversarial Task Augmentation

Benchmark Model Rank Results
cross-domain-few-shot-on-carsATA-FT#25 shot: 54.28
cross-domain-few-shot-on-carsATA#65 shot: 49.14
cross-domain-few-shot-on-chestxATA-FT#85 shot: 25.08
cross-domain-few-shot-on-chestxATA#115 shot: 24.32
cross-domain-few-shot-on-cropdiseaseATA-FT#25 shot: 95.44
cross-domain-few-shot-on-cropdiseaseATA#45 shot: 90.59
cross-domain-few-shot-on-cubATA-FT#45 shot: 69.83
cross-domain-few-shot-on-cubATA#85 shot: 66.22
cross-domain-few-shot-on-eurosatATA-FT#25 shot: 89.64
cross-domain-few-shot-on-eurosatATA#65 shot: 83.75
cross-domain-few-shot-on-isic2018ATA-FT#25 shot: 49.79
cross-domain-few-shot-on-isic2018ATA#85 shot: 44.91
cross-domain-few-shot-on-placesATA-FT#45 shot: 76.64
cross-domain-few-shot-on-placesATA#65 shot: 75.48
cross-domain-few-shot-on-plantaeATA-FT#45 shot: 58.08
cross-domain-few-shot-on-plantaeATA#85 shot: 52.69