Object Counting on FSC-147 (test)
5.03MAEABACUS-3B
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ABACUS-3BSupervision=Zero-shot/MLLM (Z)2026.06 | 5.03 | 27.03 | — | — | — | — | — | — | — | |
| CountGD2026.02 | 5.74 | 24.09 | — | — | — | — | — | — | — | |
| CountGDScheme=Few-shot, Exemplar=Visual & Text, Backbone=GDINO-Swin-B2026.03 | 6.75 | 43.65 | — | — | — | — | — | — | — | |
| CoDiProtocol=One-shot, Category=Localization-based, Text-prompts=false2025.12 | 7.04 | 30.23 | — | — | — | — | — | — | — | |
| CountSEScheme=Few-shot, Exemplar=Text, Backbone=GDINO-Swin-B2026.03 | 7.84 | 82.99 | — | — | — | — | — | — | — | |
| CountSESupervision=Point-level (P), visual exemplars=few-shot2026.06 | 7.84 | 82.99 | — | — | — | — | — | — | — | |
| GeCo2024.09 | 7.91 | 54.28 | — | — | — | — | — | — | — | |
| GeComode=one-shot2024.09 | 8.1 | 60.16 | — | — | — | — | — | — | — | |
| GeCoProtocol=One-shot, Category=Detection-based, Text-prompts=false2025.12 | 8.1 | 60.16 | — | — | — | — | — | — | — | |
| CountGD++Supervision=Point-level (P)2026.06 | 8.39 | 27.03 | — | — | — | — | — | — | — | |
| CACVITBackbone=ViT-B, Resolution=384, Shots=12023.05 | 8.62 | 29.92 | — | — | — | — | — | — | — | |
| CountEx2026.02 | 8.63 | 84.55 | — | — | — | — | — | — | — | |
| DAVEFew-shot=true2024.04 | 8.66 | 32.36 | — | — | — | — | — | — | — | |
| DAVE2026.02 | 8.66 | 32.36 | — | — | — | — | — | — | — | |
| SAVEPrior-Free=true2026.01 | 8.92 | 80.39 | — | — | — | — | — | — | — | |
| CACVITBackbone=ViT-B, Resolution=384, Shots=32023.05 | 9.13 | 48.96 | — | — | — | — | — | — | — | |
| CACViT2026.02 | 9.13 | 48.96 | — | — | — | — | — | — | — | |
| SSDBackbone=ResNet-50, Shot count=3-shot2024.05 | 9.58 | 34.13 | — | — | — | — | — | — | — | |
| DCountType=Detection, Backbone=GDino, Decoder=DefTransformer2026.06 | 9.83 | 105.15 | — | — | — | — | — | — | — | |
| TrueCount𝑡𝑥𝑡Type=Detection, Backbone=GDino, Decoder=DefTransformer2026.06 | 10.11 | 106.11 | — | — | — | — | — | — | — | |
| GroundingRECSupervision=point-level2026.02 | 10.12 | 107.19 | — | — | — | — | — | — | — | |
| GroundingRECTrained Model=true2024.12 | 10.12 | 107.19 | — | — | — | — | — | — | — | |
| GroundingREC2026.02 | 10.12 | 107.19 | — | — | — | — | — | — | — | |
| GroundingRECType=Text, Base model=Grounding DINO, Differentiable=×2026.06 | 10.12 | 107.19 | — | — | — | — | — | — | — | |
| GroundingRECType=Detection, Backbone=GDino, Decoder=DefTransformer2026.06 | 10.12 | 107.19 | — | — | — | — | — | — | — | |
| CountDiffProtocol=One-shot, Category=Density-based, Text-prompts=true2025.12 | 10.29 | 57.27 | — | — | — | — | — | — | — | |
| CAD-GD2026.02 | 10.35 | 86.88 | — | — | — | — | — | — | — | |
| CAD-GDType=Text, Base model=Grounding DINO, Differentiable=×2026.06 | 10.35 | 86.88 | — | — | — | — | — | — | — | |
| CAD-GDSupervision=Point-level (P)2026.06 | 10.35 | 86.88 | — | — | — | — | — | — | — | |
| DAVEboxCounting mode=detection-based2024.04 | 10.45 | 74.51 | — | — | — | — | — | — | — | |
| DAVE2024.09 | 10.45 | 74.51 | — | — | — | — | — | — | — | |
| LOCAScenario=few-shot2022.11 | 10.79 | 56.97 | — | — | — | — | — | — | — | |
| LOCA2023.07 | 10.79 | 56.97 | — | — | — | — | — | — | — | |
| LOCAFew-shot=true2024.04 | 10.79 | 56.97 | — | — | — | — | — | — | — | |
| LOCABackbone=ResNet-50, Shot count=3-shot2024.05 | 10.79 | 56.97 | — | — | — | — | — | — | — | |
| LOCA2024.09 | 10.79 | 56.97 | — | — | — | — | — | — | — | |
| LOCATraining-free=false, Prior-free=false, Exemplar-based=true2026.01 | 10.79 | 56.97 | — | 0.26 | 7.96 | 78 | 78 | 78 | — | |
| LOCA2026.02 | 10.79 | 56.97 | — | — | — | — | — | — | — | |
| LOCAScheme=Few-shot, Shot=32025.02 | 10.97 | 56.97 | — | — | — | — | — | — | — | |
| LOCAScheme=Few-shot, Exemplar=Visual, Backbone=ResNet-502026.03 | 10.97 | 56.97 | — | — | — | — | — | — | — | |
| DAVEmode=one-shot2024.09 | 11.54 | 86.62 | — | — | — | — | — | — | — | |
| DAVEProtocol=One-shot, Category=Detection-based, Text-prompts=false2025.12 | 11.54 | 86.62 | — | — | — | — | — | — | — | |
| SSDBackbone=ResNet-50, Shot count=1-shot2024.05 | 11.61 | 71.55 | — | — | — | — | — | — | — | |
| TMRScheme=Few-shot, Exemplar=Visual, Backbone=SAM-ViT-H/162026.03 | 11.63 | 57.46 | — | — | — | — | — | — | — | |
| T2ICountScheme=Zero-shot, Shot=02025.02 | 11.76 | 97.86 | — | — | — | — | — | — | — | |
| T2ICountVenue=CVPR’25, inference_only=false2025.12 | 11.76 | 97.86 | — | — | — | — | — | — | — | |
| T2ICountSupervision=point-level2026.02 | 11.76 | 97.86 | — | — | — | — | — | — | — | |
| T2ICountScheme=Zero-shot, Exemplar=Text, Backbone=Stable Diff-v1.52026.03 | 11.76 | 97.86 | — | — | — | — | — | — | — | |
| T2ICountSupervision=Point-level (P)2026.06 | 11.76 | 97.86 | — | — | — | — | — | — | — | |
| T2ICountVenue=CVPR’25, Training=true2026.07 | 11.76 | 97.86 | — | — | — | — | — | — | — | |
| CounTRYear=2022, Backbone=ViT, # Shots=32022.08 | 11.95 | 91.23 | — | — | — | — | — | — | — | |
| CounTRScenario=few-shot2022.11 | 11.95 | 91.23 | — | — | — | — | — | — | — | |
| CounTRBackbone=ViT-B & CNN, Resolution=384, Shots=32023.05 | 11.95 | 91.23 | — | — | — | — | — | — | — | |
| CounTR2023.07 | 11.95 | 91.23 | — | — | — | — | — | — | — | |
| CounTRFew-shot=true2024.04 | 11.95 | 91.23 | — | — | — | — | — | — | — | |
| CounTRBackbone=ViT/ConvNet, Shot count=3-shot2024.05 | 11.95 | 91.23 | — | — | — | — | — | — | — | |
| CounTR2024.09 | 11.95 | 91.23 | — | — | — | — | — | — | — | |
| CounTRTraining-free=false, Prior-free=false, Exemplar-based=true2026.01 | 11.95 | 91.23 | — | 0.23 | 7.44 | 79 | 78 | 78 | — | |
| CounTR2026.02 | 11.95 | 91.23 | — | — | — | — | — | — | — | |
| CountTRScheme=Few-shot, Exemplar=Visual, Backbone=ViT-B/162026.03 | 11.95 | 91.23 | — | — | — | — | — | — | — | |
| CounTREvaluation Protocol=one-shot2022.11 | 12.06 | 90.01 | — | — | — | — | — | — | — | |
| CounTRBackbone=ViT-B & CNN, Resolution=384, Shots=12023.05 | 12.06 | 90.01 | — | — | — | — | — | — | — | |
| CounTRBackbone=ViT/ConvNet, Shot count=1-shot2024.05 | 12.06 | 90.01 | — | — | — | — | — | — | — | |
| CounTRmode=one-shot2024.09 | 12.06 | 90.01 | — | — | — | — | — | — | — | |
| CounTRProtocol=One-shot, Category=Density-based, Text-prompts=false2025.12 | 12.06 | 90.01 | — | — | — | — | — | — | — | |
| MambaCountType=Point, Backbone=YOLOE, Decoder=Mamba2026.06 | 12.23 | 105.69 | — | — | — | — | — | — | — | |
| A-Simple-ButPrompting Info=3-shot2026.01 | 12.26 | 56.33 | — | — | — | — | — | — | — | |
| QICA†Scheme=Zero-shot, Exemplar=Text, Backbone=ViT-L/142026.03 | 12.41 | 97.28 | — | — | — | — | — | — | — | |
| QICAVenue=CVPR’26, Training=true2026.07 | 12.41 | 97.28 | — | — | — | — | — | — | — | |
| LOCAEvaluation Protocol=one-shot2022.11 | 12.53 | 75.32 | — | — | — | — | — | — | — | |
| LOCABackbone=ResNet-50, Shot count=1-shot2024.05 | 12.53 | 75.32 | — | — | — | — | — | — | — | |
| LOCAmode=one-shot2024.09 | 12.53 | 75.32 | — | — | — | — | — | — | — | |
| LOCAProtocol=One-shot, Category=Density-based, Text-prompts=false2025.12 | 12.53 | 75.32 | — | — | — | — | — | — | — | |
| CountGDType=Text, Base model=Grounding DINO, Differentiable=×2026.06 | 12.98 | 98.35 | — | — | — | — | — | — | — | |
| COUNTGDType=Detection, Backbone=GDino, Decoder=DefTransformer2026.06 | 12.98 | 98.35 | — | — | — | — | — | — | — | |
| PSECO2024.09 | 13.05 | 112.86 | — | — | — | — | — | — | — | |
| PseCoScheme=Few-shot, Shot=32025.02 | 13.05 | 112.86 | — | — | — | — | — | — | — | |
| PseCoScheme=Few-shot, Exemplar=Visual, Backbone=SAM-ViT-H/162026.03 | 13.05 | 112.89 | — | — | — | — | — | — | — | |
| QICAScheme=Zero-shot, Exemplar=Text, Backbone=ViT-B/162026.03 | 13.05 | 104.17 | — | — | — | — | — | — | — | |
| MAFEAPrior-Free=true2026.01 | 13.23 | 105.99 | — | — | — | — | — | — | — | |
| GeCoScheme=Zero-shot, Shot=02025.02 | 13.3 | 108.72 | — | — | — | — | — | — | — | |
| GeCoPrior-Free=true2026.01 | 13.3 | 108.72 | — | — | — | — | — | — | — | |
| GeCoVenue=NeurIPS’24, inference_only=false2025.12 | 13.3 | 108.72 | — | — | — | — | — | — | — | |
| GeCoScheme=Zero-shot, Exemplar=Visual, Backbone=SAM-ViT-H/162026.03 | 13.3 | 108.72 | — | — | — | — | — | — | — | |
| RT-CounterType=Text, Base model=YOLOE, Differentiable=✓2026.06 | 13.3 | 104.63 | — | — | — | — | — | — | — | |
| GeCoVenue=NeurIPS’24, Training=true2026.07 | 13.3 | 108.72 | — | — | — | — | — | — | — | |
| SPDCNBackbone=ResNet-18, Resolution=576, Shots=32023.05 | 13.51 | 96.8 | — | — | — | — | — | — | — | |
| SPDCNBackbone=VGG-19, Shot count=3-shot2024.05 | 13.51 | 96.8 | — | — | — | — | — | — | — | |
| WS-COCSupervision=image-level2026.02 | 13.91 | 97.28 | — | — | — | — | — | — | — | |
| WS-COC-7BSupervision=Image-level (I)2026.06 | 13.91 | 97.28 | — | — | — | — | — | — | — | |
| GCA-SUNPrior-Free=true2026.01 | 14 | 92.19 | — | — | — | — | — | — | — | |
| GCA-SUNetCategory=EFC, Backbone=SwinT-B, Resolution=3842024.09 | 14.08 | 84.77 | — | — | — | — | — | — | — | |
| CounTRMode=Zero-shot2022.11 | 14.12 | 108.01 | — | — | — | — | — | — | — | |
| CounTRsetup=zero-shot2024.04 | 14.12 | 108.01 | — | — | — | — | — | — | — | |
| SAFECounttest-time adaptation=false2022.01 | 14.32 | 85.54 | — | — | — | — | — | — | — | |
| SAFECountScenario=few-shot2022.11 | 14.32 | 85.54 | — | — | — | — | — | — | — | |
| SAFECountBackbone=ResNet-18, Resolution=512, Shots=32023.05 | 14.32 | 85.54 | — | — | — | — | — | — | — | |
| SAFECountFew-shot=true2024.04 | 14.32 | 85.54 | — | — | — | — | — | — | — | |
| SAFECountBackbone=ResNet-18, Shot count=3-shot2024.05 | 14.32 | 85.54 | — | — | — | — | — | — | — | |
| BMNet+Fine-tuning=false, Backbone=SwAV2022.03 | 14.62 | — | 91.83 | — | — | — | — | — | — |