Object Counting on FSC-147 1.0 (test)
7.91MAEGeCo
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GeCoCategory=detection-based, Few-shot=true2024.09 | 7.91 | 54.28 | — | — | |
| DAVECategory=detection-based, Few-shot=true2024.09 | 10.45 | 74.51 | — | — | |
| LOCACategory=density-based, Few-shot=true2024.09 | 10.79 | 56.97 | — | — | |
| DAVEsetup=One-shot2024.04 | 11.29 | 66.36 | — | — | |
| CounTRCategory=density-based, Few-shot=true2024.09 | 11.95 | 91.23 | — | — | |
| CoDiMethod category=Localization-based, Zero-shot setup=False2025.12 | 11.97 | 106 | — | — | |
| CounTRsetup=One-shot2024.04 | 12.06 | 90.01 | — | — | |
| LOCAsetup=One-shot2024.04 | 12.53 | 75.32 | — | — | |
| PSECOCategory=detection-based, Few-shot=true2024.09 | 13.05 | 112.86 | — | — | |
| GeCoMethod category=Localization-based, Zero-shot setup=False2025.12 | 13.3 | 108.72 | — | — | |
| CounTRMethod category=Density-based, Zero-shot setup=False2025.12 | 14.12 | 108.01 | — | — | |
| SAFECCategory=density-based, Few-shot=true2024.09 | 14.32 | 85.54 | — | — | |
| BMNet+Exemplars=GT2023.03 | 14.62 | 91.83 | 0.25 | 2.74 | |
| BMNet+Category=density-based, Few-shot=true2024.09 | 14.62 | 91.83 | — | — | |
| CountDiffMethod category=Density-based, Zero-shot setup=True2025.12 | 14.83 | 103.15 | — | — | |
| DAVEMethod category=Detection-based, Zero-shot setup=False2025.12 | 15.51 | 116.54 | — | — | |
| LOCAMethod category=Density-based, Zero-shot setup=False2025.12 | 16.22 | 103.96 | — | — | |
| PSECOMethod category=Detection-based, Zero-shot setup=True2025.12 | 16.58 | 129.77 | — | — | |
| BMNetExemplars=GT2023.03 | 16.71 | 103.31 | 0.26 | 3.32 | |
| C-DETRCategory=detection-based, Few-shot=true2024.09 | 16.79 | 123.56 | — | — | |
| BMNet+setup=One-shot2024.04 | 16.89 | 96.65 | — | — | |
| RCCMethod category=Density-based, Zero-shot setup=False2025.12 | 17.12 | 104.5 | — | — | |
| VCNCategory=density-based, Few-shot=true2024.09 | 18.17 | 95.6 | — | — | |
| Ours (Base)Exemplars=GT2023.03 | 20.68 | 109.14 | 0.36 | 7.63 | |
| FamNet2021.04 | 22.08 | 99.54 | — | — | |
| FamNet+Exemplars=GT2023.03 | 22.08 | 99.54 | 0.44 | 6.45 | |
| FamNetCategory=density-based, Few-shot=true2024.09 | 22.08 | 99.54 | — | — | |
| Ours (Base)Exemplars=Patch-Selection2023.03 | 22.09 | 115.17 | 0.34 | 3.74 | |
| CFOCNetCategory=density-based, Few-shot=true2024.09 | 22.1 | 112.71 | — | — | |
| MAML2021.04 | 24.9 | 112.68 | — | — | |
| MAMLCategory=density-based, Few-shot=true2024.09 | 24.9 | 112.68 | — | — | |
| GMNPre-trained=false2021.04 | 26.52 | 124.57 | — | — | |
| GMNExemplars=GT2023.03 | 26.52 | 124.57 | — | — | |
| GMNsetup=One-shot2024.04 | 26.52 | 124.57 | — | — | |
| GMNCategory=density-based, Few-shot=true2024.09 | 26.52 | 124.57 | — | — | |
| RepRPN-CMethod category=Density-based, Zero-shot setup=False2025.12 | 26.66 | 129.11 | — | — | |
| FamNetsetup=One-shot2024.04 | 26.76 | 110.95 | — | — | |
| RepRPN-CounterExemplars=Exemplar-free2023.03 | 27.45 | 129.69 | — | — | |
| SAM-CCategory=detection-based, Few-shot=true2024.09 | 27.97 | 131.24 | — | — | |
| CFOCNetsetup=One-shot2024.04 | 28.6 | 123.96 | — | — | |
| Ours (Base)Exemplars=RPN2023.03 | 29.25 | 130.65 | 0.35 | 4.35 | |
| FSOD few-shot detector2021.04 | 32.53 | 140.65 | — | — | |
| BMNet+Exemplars=RPN2023.03 | 34.52 | 132.64 | 0.39 | 5.26 | |
| BMNetExemplars=RPN2023.03 | 37.22 | 143.13 | 0.41 | 5.31 | |
| GMNExemplars=RPN2023.03 | 39.72 | 142.81 | — | — | |
| FR few-shot detector2021.04 | 41.64 | 141.04 | — | — | |
| FamNet+Exemplars=RPN2023.03 | 42.7 | 146.08 | 0.74 | 7.14 | |
| Mean2021.04 | 47.55 | 147.67 | — | — | |
| Median2021.04 | 47.73 | 152.46 | — | — | |
| GMNPre-trained=true2021.04 | 62.69 | 159.67 | — | — |