Classification on FGVC-Aircraft (5-Round Accuracy)
29.63Accuracy (R1)Ours
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OursAnnotator (Human)=true, Annotator (VLM)=true2026.05 | 29.63 | 43.78 | 50.22 | 54.56 | 57.78 | |
| ISOALAnnotator (Human)=true, Annotator (VLM)=false2026.05 | 27.73 | 39.56 | 45.29 | 49.84 | 54.45 | |
| RandomAnnotator (Human)=true, Annotator (VLM)=false2026.05 | 14.04 | 18.47 | 22.86 | 27.07 | 30.84 | |
| BADGEAnnotator (Human)=true, Annotator (VLM)=false2026.05 | 13.34 | 17.37 | 22.06 | 25.24 | 29.11 | |
| EntropyAnnotator (Human)=true, Annotator (VLM)=false2026.05 | 13.23 | 17.05 | 20.03 | 23.49 | 26.93 |