Object Counting on FSC-147 1.0 (val)
9.52MAEGeCo
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GeCoCategory=detection-based, Few-shot=true2024.09 | 9.52 | 43 | — | — | |
| DAVECategory=detection-based, Few-shot=true2024.09 | 9.75 | 40.3 | — | — | |
| LOCACategory=density-based, Few-shot=true2024.09 | 10.24 | 32.56 | — | — | |
| DAVEsetup=One-shot2024.04 | 10.79 | 34.55 | — | — | |
| LOCAsetup=One-shot2024.04 | 11.36 | 38.04 | — | — | |
| CounTRCategory=density-based, Few-shot=true2024.09 | 13.13 | 49.83 | — | — | |
| CounTRsetup=One-shot2024.04 | 13.15 | 49.72 | — | — | |
| CoDiMethod category=Localization-based, Zero-shot setup=False2025.12 | 14.14 | 64.87 | — | — | |
| GeCoMethod category=Localization-based, Zero-shot setup=False2025.12 | 14.81 | 64.95 | — | — | |
| SAFECCategory=density-based, Few-shot=true2024.09 | 15.28 | 47.2 | — | — | |
| PSECOCategory=detection-based, Few-shot=true2024.09 | 15.31 | 68.36 | — | — | |
| CountDiffMethod category=Density-based, Zero-shot setup=True2025.12 | 15.5 | 54.33 | — | — | |
| DAVEMethod category=Detection-based, Zero-shot setup=False2025.12 | 15.71 | 60.34 | — | — | |
| BMNet+Exemplars=GT2023.03 | 15.74 | 58.53 | 0.27 | 6.57 | |
| BMNet+Category=density-based, Few-shot=true2024.09 | 15.74 | 58.53 | — | — | |
| CounTRMethod category=Density-based, Zero-shot setup=False2025.12 | 17.4 | 70.33 | — | — | |
| LOCAMethod category=Density-based, Zero-shot setup=False2025.12 | 17.43 | 54.96 | — | — | |
| RCCMethod category=Density-based, Zero-shot setup=False2025.12 | 17.49 | 58.81 | — | — | |
| BMNet+setup=One-shot2024.04 | 17.89 | 61.12 | — | — | |
| Ours (Base)Exemplars=GT2023.03 | 18.55 | 61.12 | 0.3 | 3.18 | |
| BMNetExemplars=GT2023.03 | 19.06 | 67.95 | 0.26 | 4.39 | |
| VCNCategory=density-based, Few-shot=true2024.09 | 19.38 | 60.15 | — | — | |
| C-DETRCategory=detection-based, Few-shot=true2024.09 | 20.38 | 82.45 | — | — | |
| CFOCNetCategory=density-based, Few-shot=true2024.09 | 21.19 | 61.41 | — | — | |
| FamNet2021.04 | 23.75 | 69.07 | — | — | |
| FamNet+Exemplars=GT2023.03 | 23.75 | 69.07 | 0.52 | 4.25 | |
| FamNetCategory=density-based, Few-shot=true2024.09 | 23.75 | 69.07 | — | — | |
| PSECOMethod category=Detection-based, Zero-shot setup=True2025.12 | 23.9 | 100.33 | — | — | |
| MAML2021.04 | 25.54 | 79.44 | — | — | |
| MAMLCategory=density-based, Few-shot=true2024.09 | 25.54 | 79.44 | — | — | |
| FamNetsetup=One-shot2024.04 | 26.55 | 77.01 | — | — | |
| Ours (Base)Exemplars=Patch-Selection2023.03 | 26.93 | 88.63 | 0.36 | 4.26 | |
| CFOCNetsetup=One-shot2024.04 | 27.82 | 71.99 | — | — | |
| RepRPN-CMethod category=Density-based, Zero-shot setup=False2025.12 | 29.24 | 98.11 | — | — | |
| GMNPre-trained=false2021.04 | 29.66 | 89.81 | — | — | |
| GMNExemplars=GT2023.03 | 29.66 | 89.81 | — | — | |
| GMNsetup=One-shot2024.04 | 29.66 | 89.81 | — | — | |
| GMNCategory=density-based, Few-shot=true2024.09 | 29.66 | 89.81 | — | — | |
| RepRPN-CounterExemplars=Exemplar-free2023.03 | 30.4 | 98.73 | — | — | |
| SAM-CCategory=detection-based, Few-shot=true2024.09 | 31.2 | 100.83 | — | — | |
| Ours (Base)Exemplars=RPN2023.03 | 32.19 | 99.21 | 0.38 | 4.8 | |
| BMNet+Exemplars=RPN2023.03 | 35.15 | 106.07 | 0.41 | 5.28 | |
| FSOD few-shot detector2021.04 | 36.36 | 115 | — | — | |
| BMNetExemplars=RPN2023.03 | 37.26 | 108.54 | 0.42 | 5.43 | |
| GMNExemplars=RPN2023.03 | 40.96 | 108.47 | — | — | |
| FamNet+Exemplars=RPN2023.03 | 42.85 | 121.59 | 0.75 | 6.94 | |
| FR few-shot detector2021.04 | 45.45 | 112.53 | — | — | |
| Median2021.04 | 48.68 | 129.7 | — | — | |
| Mean2021.04 | 53.38 | 124.53 | — | — | |
| GMNPre-trained=true2021.04 | 60.56 | 137.78 | — | — |