Image Classification on Food101, DTD, Caltech101, Flowers102, and OxfordPets (Base-to-New Generalization)
86.8AccuracyFL2oRA-text
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FL2oRA-textsetting=FL setting, calibration=DCA2025.12 | 86.8 | 3.63 | 1.2 | 2.97 | |
| FL2oRA-textsetting=FL setting, calibration=none2025.12 | 86.7 | 3.58 | 1.13 | 3.21 | |
| FL2oRAsetting=FL setting, calibration=MDCA2025.12 | 86.34 | 4.1 | 1.55 | 3.35 | |
| FL2oRA-textsetting=FL setting, calibration=MDCA2025.12 | 86.32 | 3.42 | 1.07 | 3.11 | |
| FL2oRAsetting=FL setting, calibration=none2025.12 | 86.25 | 3.91 | 1.41 | 3.2 | |
| FL2oRAsetting=FL setting, calibration=DCA2025.12 | 86.08 | 4.21 | 1.61 | 3.32 | |
| PromptFLsetting=FL setting, calibration=MDCA2025.12 | 84.62 | 4.06 | 1.23 | 3.73 | |
| FL2oRA-visionsetting=FL setting, calibration=none2025.12 | 84.39 | 4.34 | 1.33 | 4.06 | |
| FL2oRA-visionsetting=FL setting, calibration=MDCA2025.12 | 84.37 | 4.17 | 1.31 | 4 | |
| FL2oRA-visionsetting=FL setting, calibration=DCA2025.12 | 84.31 | 3.13 | 1.05 | 3.07 | |
| PromptFLsetting=FL setting, calibration=DCA2025.12 | 84.25 | 3.97 | 1.3 | 3.62 | |
| PromptFLsetting=FL setting, calibration=none2025.12 | 82.98 | 4.11 | 1.31 | 3.82 | |
| ZS-CLIPsetting=Zero-shot2025.12 | 82.05 | 4.52 | 1.43 | 4.69 | |
| FedPGPsetting=FL setting, calibration=MDCA2025.12 | 81.51 | 4.93 | 1.65 | 4.8 | |
| FedPGPsetting=FL setting, calibration=none2025.12 | 81.09 | 6.17 | 2.07 | 5.97 | |
| FedPGPsetting=FL setting, calibration=DCA2025.12 | 80.9 | 5.82 | 1.82 | 5.69 | |
| FedPHAsetting=FL setting, calibration=none2025.12 | 54.97 | 16.03 | 4.64 | 15.69 | |
| FedPHAsetting=FL setting, calibration=DCA2025.12 | 54.56 | 17.93 | 5.53 | 17.38 | |
| FedPHAsetting=FL setting, calibration=MDCA2025.12 | 52.34 | 20.55 | 6.63 | 19.86 | |
| FedOTPsetting=FL setting, calibration=none2025.12 | 29.52 | 21.88 | 5.03 | 21.9 | |
| FedOTPsetting=FL setting, calibration=DCA2025.12 | 28.63 | 26.57 | 7.34 | 26.63 | |
| FedOTPsetting=FL setting, calibration=MDCA2025.12 | 28.53 | 25.35 | 6.25 | 25.32 |