On the Test-Time Zero-Shot Generalization of Vision-Language Models: Do We Really Need Prompt Learning?

Benchmark Model Rank Results
test-time-adaptation-on-fgvc-aircraftMTA + E.#1Accuracy: 25.2
test-time-adaptation-on-caltech-101MTA + E.#2Accuracy: 94.21
test-time-adaptation-on-dtdMTA + E.#2Accuracy: 45.9
test-time-adaptation-on-sun397MTA + E.#2Accuracy: 66.67
test-time-adaptation-on-eurosatMTA + E.#3Accuracy: 45.36