Free on the Fly: Enhancing Flexibility in Test-Time Adaptation with Online EM

Benchmark Model Rank Results
test-time-adaptation-on-caltech-101FreeTTA (CLIP ViT-B/16)–Accuracy: 94.63
test-time-adaptation-on-dtdFreeTTA (CLIP ViT-B/16)–Accuracy: 46.96
test-time-adaptation-on-eurosatFreeTTA (CLIP ViT-B/16)–Accuracy: 62.93
test-time-adaptation-on-fgvc-aircraftFreeTTA (CLIP ViT-B/16)–Accuracy: 23.22
test-time-adaptation-on-imagenet-sketchFreeTTA (CLIP ViT-B/16)–Accuracy: 50.88
test-time-adaptation-on-stanford-carsFreeTTA (CLIP ViT-B/16)–Accuracy: 67.34
test-time-adaptation-on-sun397FreeTTA (CLIP ViT-B/16)–Accuracy: 67.76