Image Classification on CAL
96.1AccuracyDataDream
Evaluation results
| Method | Links | |
|---|---|---|
| DataDreamEvaluation Protocol=Few-shot (Augmented), Shot Count=4 Real + 500 Synthetic2026.02 | 96.1 | |
| ChimeraLoRAEvaluation Protocol=Few-shot (Augmented), Shot Count=4 Real + 500 Synthetic2026.02 | 96.1 | |
| AdapterFMA=true2025.10 | 95.9 | |
| LoFTEvaluation Protocol=Few-shot (Augmented), Shot Count=4 Real + 500 Synthetic2026.02 | 95.7 | |
| CLIPFMA=true2025.10 | 95.7 | |
| CLIPEvaluation Protocol=Few-shot (Real-only), Shot Count=42026.02 | 95.5 | |
| IsSynthEvaluation Protocol=Few-shot (Augmented), Shot Count=4 Real + 500 Synthetic2026.02 | 95.5 | |
| CoCoOpFMA=true2025.10 | 95.5 | |
| AdapterFMA=false2025.10 | 94.9 | |
| CoCoOpFMA=false2025.10 | 94.8 | |
| LoRAFMA=true2025.10 | 93.6 | |
| CLIPFMA=false2025.10 | 93.3 | |
| CLIPEvaluation Protocol=Zero-shot, Shot Count=02026.02 | 93 | |
| LoRAFMA=false2025.10 | 92.9 | |
| CoOpFMA=true2025.10 | 91.5 | |
| CoOpFMA=false2025.10 | 91.1 |