Customized few-shot classification on Clevr 4 10k
98.69Shape AccuracyBLIP2+OD-CRL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BLIP2+OD-CRLBackbone=BLIP2, Shots=102026.02 | 98.69 | 91.47 | |
| BLIP2+CRLBackbone=BLIP2, Shots=102026.02 | 98 | 91.04 | |
| BLIP2Backbone=BLIP2, Shots=102026.02 | 97.88 | 73.25 | |
| BLIP2+OD-CRLBackbone=BLIP2, Shots=52026.02 | 97.75 | 88.74 | |
| BLIP2Backbone=BLIP2, Shots=52026.02 | 95.18 | 60.53 | |
| BLIP2+CRLBackbone=BLIP2, Shots=52026.02 | 94.94 | 85.34 | |
| CLIP+OD-CRLBackbone=CLIP, Shots=102026.02 | 94.83 | 93.42 | |
| CLIP+CRLBackbone=CLIP, Shots=102026.02 | 92.28 | 93.21 | |
| CLIP+OD-CRLBackbone=CLIP, Shots=52026.02 | 90.26 | 91.43 | |
| CLIPBackbone=CLIP, Shots=102026.02 | 89.47 | 70 | |
| BLIP2+OD-CRLBackbone=BLIP2, Shots=12026.02 | 88.21 | 78.44 | |
| CLIP+CRLBackbone=CLIP, Shots=52026.02 | 86.63 | 89.13 | |
| CLIPBackbone=CLIP, Shots=52026.02 | 83.17 | 57.33 | |
| BLIP2Backbone=BLIP2, Shots=12026.02 | 72.91 | 28.96 | |
| BLIP2+CRLBackbone=BLIP2, Shots=12026.02 | 71.53 | 59.73 | |
| CLIP+OD-CRLBackbone=CLIP, Shots=12026.02 | 68.81 | 82.43 | |
| CLIP+CRLBackbone=CLIP, Shots=12026.02 | 58.69 | 65.71 | |
| CLIPBackbone=CLIP, Shots=12026.02 | 58.16 | 26.85 |