Brand Classification on Brand Dataset Images (test)
81.55AccuracyFEST
Evaluation Results
| Method | Links | |
|---|---|---|
| FESTClassifier=RF, Backbone=GPT-4o-mini2026.06 | 81.55 | |
| FESTClassifier=XGB, Backbone=GPT-4o-mini2026.06 | 81.29 | |
| FESTClassifier=LR, Backbone=GPT-4o-mini2026.06 | 78.92 | |
| Few-Shot LLMClassifier=RF, Backbone=GPT-4o-mini2026.06 | 78.71 | |
| FESTClassifier=DT, Backbone=GPT-4o-mini2026.06 | 78.32 | |
| Few-Shot LLMClassifier=XGB, Backbone=GPT-4o-mini2026.06 | 76.86 | |
| FESTClassifier=MLP, Backbone=GPT-4o-mini2026.06 | 76.56 | |
| Zero-Shot LLMClassifier=RF, Backbone=GPT-4o-mini2026.06 | 74.46 | |
| Few-Shot LLMClassifier=MLP, Backbone=GPT-4o-mini2026.06 | 73.49 | |
| Few-Shot LLMClassifier=LR, Backbone=GPT-4o-mini2026.06 | 73.05 | |
| Zero-Shot LLMClassifier=XGB, Backbone=GPT-4o-mini2026.06 | 73.02 | |
| FelixClassifier=XGB, Backbone=GPT-4o-mini2026.06 | 71.67 | |
| Few-Shot LLMClassifier=DT, Backbone=GPT-4o-mini2026.06 | 71.29 | |
| FelixClassifier=RF, Backbone=GPT-4o-mini2026.06 | 70.58 | |
| Zero-Shot LLMClassifier=MLP, Backbone=GPT-4o-mini2026.06 | 70.28 | |
| Zero-Shot LLMClassifier=LR, Backbone=GPT-4o-mini2026.06 | 69.82 | |
| FelixClassifier=LR, Backbone=GPT-4o-mini2026.06 | 69.72 | |
| FelixClassifier=MLP, Backbone=GPT-4o-mini2026.06 | 68.82 | |
| FelixClassifier=DT, Backbone=GPT-4o-mini2026.06 | 67.82 | |
| Zero-Shot LLMClassifier=DT, Backbone=GPT-4o-mini2026.06 | 65.21 |