Few-shot Object Counting on FSC147 1.0 (test)
5.74MAECoDi
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CoDiMethod category=Localization-based, Uses text prompts=false2025.12 | 5.74 | 30.99 | |
| CountGDMethod category=Localization-based, Uses text prompts=true2025.12 | 6.75 | 43.65 | |
| GeCoMethod category=Detection-based, Uses text prompts=false2025.12 | 7.91 | 54.28 | |
| CountGDMethod category=Localization-based, Uses text prompts=false, Variant=notxt2025.12 | 8.35 | 89.8 | |
| CountDiffMethod category=Density-based, Uses text prompts=true2025.12 | 9.24 | 53.41 | |
| DAVEMethod category=Detection-based, Uses text prompts=false2025.12 | 10.45 | 74.51 | |
| CACViTMethod category=Density-based, Uses text prompts=false2025.12 | 10.63 | 37.95 | |
| LOCAMethod category=Density-based, Uses text prompts=false2025.12 | 10.79 | 56.97 | |
| CounTRMethod category=Density-based, Uses text prompts=false2025.12 | 11.95 | 91.23 | |
| PSECOMethod category=Detection-based, Uses text prompts=false2025.12 | 13.05 | 112.86 | |
| SAFECMethod category=Density-based, Uses text prompts=false2025.12 | 14.32 | 85.54 | |
| BMNet+Method category=Density-based, Uses text prompts=false2025.12 | 14.62 | 91.83 | |
| C-DETRMethod category=Detection-based, Uses text prompts=false2025.12 | 16.79 | 123.56 | |
| VCNMethod category=Density-based, Uses text prompts=false2025.12 | 18.17 | 95.6 | |
| FamNetMethod category=Density-based, Uses text prompts=false2025.12 | 22.08 | 99.54 | |
| CFOCNetMethod category=Density-based, Uses text prompts=false2025.12 | 22.1 | 112.71 | |
| MAMLMethod category=Density-based, Uses text prompts=false2025.12 | 24.9 | 112.68 | |
| GMNMethod category=Density-based, Uses text prompts=false2025.12 | 26.52 | 124.57 | |
| SAM-CMethod category=Detection-based, Uses text prompts=false2025.12 | 27.97 | 131.24 |