Object Detection on FSCD-147 (test)
43.42APGeCo
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GeCoCategory=detection-based, Few-shot=true2024.09 | 43.42 | 75.06 | |
| GeComode=one-shot2024.09 | 43.11 | 74.31 | |
| PSECOCategory=detection-based, Few-shot=true2024.09 | 42.98 | 73.33 | |
| PSECOmode=one-shot2024.09 | 41.63 | 70.87 | |
| CountGD++pseudo_exemplars=true, synthetic_exemplars=true, outputs_boxes=true2025.12 | 38.93 | 71.35 | |
| PseCooutputs_boxes=true2025.12 | 37.91 | 62.45 | |
| CountGD++pseudo_exemplars=true, synthetic_exemplars=false, outputs_boxes=true2025.12 | 37.78 | 68.9 | |
| CountGD++exemplars=none, outputs_boxes=true2025.12 | 33.01 | 61.75 | |
| CGD-Boutputs_boxes=true2025.12 | 30.44 | 61.56 | |
| SAM-CCategory=detection-based, Few-shot=true2024.09 | 27.99 | 49.17 | |
| DAVE2024.04 | 26.81 | 62.82 | |
| DAVECategory=detection-based, Few-shot=true2024.09 | 26.81 | 62.82 | |
| C-DETRshots=32024.04 | 22.66 | 50.37 | |
| C-DETR2024.04 | 22.66 | 50.57 | |
| C-DETRCategory=detection-based, Few-shot=true2024.09 | 22.66 | 50.57 | |
| Counting-DETR2022.07 | 22.66 | 50.57 | |
| AttRPNvariant=PB2024.04 | 20.97 | 37.19 | |
| Attention-RPNBox Generation=pseudo box2022.07 | 20.97 | 37.19 | |
| DAVEmode=one-shot2024.09 | 19.46 | 55.27 | |
| DAVEshots=02024.04 | 18.55 | 50.08 | |
| AttRPNvariant=RR2024.04 | 18.53 | 35.87 | |
| Attention-RPNBox Generation=RR box2022.07 | 18.53 | 35.87 | |
| DAVEprmoutputs_boxes=true2025.12 | 18.5 | 50.24 | |
| FSDetViewvariant=RR2024.04 | 17.21 | 33.7 | |
| FSDetViewBox Generation=pseudo box2022.07 | 17.21 | 33.7 | |
| FSDetViewvariant=PB2024.04 | 13.41 | 32.99 | |
| FSDetViewBox Generation=RR box2022.07 | 13.41 | 32.99 | |
| FamNetRegression Head=Ridge Regression (RR)2022.07 | 9.44 | 29.73 | |
| FamNetRegression Head=Multi-layer Perceptron (MLP)2022.07 | 1.21 | 6.12 |