ResearchBenchmarksFew-shot Image Classification on Dog BreedFollow80.81Accuracy (Few-Shot)SCPT61.10266.218571.33576.4515Jul 7, 2026Evaluation ResultsMethodMethodLinksAccuracy (Few-Shot)SCPTShots=16Shots=162026.0780.81TCPShots=16Shots=162026.0779.79ATPromptShots=16Shots=162026.0776.44CoOpShots=16Shots=162026.0775.45CoCoOpShots=16Shots=162026.0772.06KgCoOpShots=16Shots=162026.0771.87CLIPShots=16Shots=162026.0762.3ProTextShots=16Shots=162026.0761.86