Few-shot Object Counting on FSC147 1.0 (val)
7.1MAECountGD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CountGDMethod category=Localization-based, Uses text prompts=true2025.12 | 7.1 | 26.08 | |
| CountGDMethod category=Localization-based, Uses text prompts=false, Variant=notxt2025.12 | 8.12 | 38.97 | |
| CoDiMethod category=Localization-based, Uses text prompts=false2025.12 | 8.21 | 35.67 | |
| CountDiffMethod category=Density-based, Uses text prompts=true2025.12 | 8.43 | 31.03 | |
| CACViTMethod category=Density-based, Uses text prompts=false2025.12 | 9.13 | 48.96 | |
| GeCoMethod category=Detection-based, Uses text prompts=false2025.12 | 9.52 | 43 | |
| DAVEMethod category=Detection-based, Uses text prompts=false2025.12 | 9.75 | 40.3 | |
| LOCAMethod category=Density-based, Uses text prompts=false2025.12 | 10.24 | 32.56 | |
| CounTRMethod category=Density-based, Uses text prompts=false2025.12 | 13.13 | 49.83 | |
| SAFECMethod category=Density-based, Uses text prompts=false2025.12 | 15.28 | 47.2 | |
| PSECOMethod category=Detection-based, Uses text prompts=false2025.12 | 15.31 | 68.36 | |
| BMNet+Method category=Density-based, Uses text prompts=false2025.12 | 15.74 | 58.53 | |
| VCNMethod category=Density-based, Uses text prompts=false2025.12 | 19.38 | 60.15 | |
| C-DETRMethod category=Detection-based, Uses text prompts=false2025.12 | 20.38 | 82.45 | |
| CFOCNetMethod category=Density-based, Uses text prompts=false2025.12 | 21.19 | 61.41 | |
| FamNetMethod category=Density-based, Uses text prompts=false2025.12 | 23.75 | 69.07 | |
| MAMLMethod category=Density-based, Uses text prompts=false2025.12 | 25.54 | 79.44 | |
| GMNMethod category=Density-based, Uses text prompts=false2025.12 | 29.66 | 89.81 | |
| SAM-CMethod category=Detection-based, Uses text prompts=false2025.12 | 31.2 | 100.83 |