StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning

Benchmark Model Rank Results
cross-domain-few-shot-on-carsStyleAdv-FT#15 shot: 56.44
cross-domain-few-shot-on-carsStyleAdv#45 shot: 50.13
cross-domain-few-shot-on-chestxStyleAdv-FT#15 shot: 26.24
cross-domain-few-shot-on-chestxStyleAdv#25 shot: 26.07
cross-domain-few-shot-on-cropdiseaseStyleAdv-FT#15 shot: 96.51
cross-domain-few-shot-on-cropdiseaseStyleAdv#35 shot: 93.65
cross-domain-few-shot-on-cubStyleAdv-FT#25 shot: 70.90
cross-domain-few-shot-on-cubStyleAdv#55 shot: 68.72
cross-domain-few-shot-on-eurosatStyleAdv-FT#15 shot: 91.64
cross-domain-few-shot-on-eurosatStyleAdv#35 shot: 86.58
cross-domain-few-shot-on-isic2018StyleAdv-FT#15 shot: 53.05
cross-domain-few-shot-on-isic2018StyleAdv#65 shot: 45.77
cross-domain-few-shot-on-placesStyleAdv-FT#15 shot: 79.35
cross-domain-few-shot-on-placesStyleAdv#25 shot: 77.73
cross-domain-few-shot-on-plantaeStyleAdv-FT#15 shot: 64.10
cross-domain-few-shot-on-plantaeStyleAdv#25 shot: 61.52