Counting on FSCD-147 (test)
7.84MAECountSE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CountSEoutputs_boxes=false2025.12 | 7.84 | 82.99 | — | — | |
| CountGD++pseudo_exemplars=true, synthetic_exemplars=true, outputs_boxes=true2025.12 | 8.39 | 27.03 | — | — | |
| GrRECoutputs_boxes=false2025.12 | 10.12 | 107.19 | — | — | |
| CountGD++pseudo_exemplars=true, synthetic_exemplars=false, outputs_boxes=true2025.12 | 10.29 | 33.52 | — | — | |
| CAD-GDoutputs_boxes=false2025.12 | 10.35 | 86.88 | — | — | |
| CountGDoutputs_boxes=false2025.12 | 12.98 | 98.35 | — | — | |
| DAVEprmoutputs_boxes=false2025.12 | 14.9 | 103.42 | — | — | |
| CGD-Boutputs_boxes=true2025.12 | 15.01 | 118.16 | — | — | |
| DAVEprmoutputs_boxes=true2025.12 | 15.52 | 114.1 | — | — | |
| CountGD++exemplars=none, outputs_boxes=true2025.12 | 16.55 | 129.76 | — | — | |
| PseCooutputs_boxes=true2025.12 | 16.58 | 129.77 | — | — | |
| Counting-DETR2022.07 | 16.79 | 123.56 | 0.19 | 5.23 | |
| FamNetRegression Head=Ridge Regression (RR)2022.07 | 22.09 | 99.55 | 0.44 | 6.45 | |
| FamNetRegression Head=Multi-layer Perceptron (MLP)2022.07 | 22.09 | 99.55 | 0.44 | 6.45 | |
| Attention-RPNBox Generation=pseudo box2022.07 | 32.42 | 141.55 | 0.38 | 5.25 | |
| Attention-RPNBox Generation=RR box2022.07 | 32.7 | 141.07 | 0.38 | 5.27 | |
| FSDetViewBox Generation=pseudo box2022.07 | 37.54 | 147.07 | 0.44 | 5.4 | |
| FSDetViewBox Generation=RR box2022.07 | 37.83 | 146.56 | 0.48 | 5.47 | |
| LAMMSetting=Zero-shot2023.06 | 46.88 | — | — | — | |
| LLaVASetting=Zero-shot2023.06 | 56.2 | — | — | — | |
| mPLUG-owlSetting=Zero-shot2023.06 | 60.67 | — | — | — |