Object Counting on FSC-147 (val)
5.71MAEABACUS-3B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ABACUS-3BSupervision=Zero-shot/MLLM (Z)2026.06 | 5.71 | 26.46 | — | |
| CountGD2026.02 | 7.1 | 26.08 | — | |
| CountGDClass Spec.=VE & Text2025.11 | 7.1 | 26.08 | — | |
| CountGDScheme=Few-shot, Exemplar=Visual & Text, Backbone=GDINO-Swin-B2026.03 | 7.1 | 26.08 | — | |
| CountGDText prompt=Yes, Box exemplar=Yes2026.05 | 7.1 | 26.08 | — | |
| CountOCCClass Spec.=VE & Text2025.11 | 7.24 | 27.1 | — | |
| CountSEScheme=Few-shot, Exemplar=Text, Backbone=GDINO-Swin-B2026.03 | 8.51 | 54.93 | — | |
| DAVEFew-shot=true2024.04 | 8.91 | 28.08 | — | |
| DAVE2026.02 | 8.91 | 28.08 | — | |
| DAVEClass Spec.=Visual Exemplars2025.11 | 8.91 | 28.08 | — | |
| DAVEText prompt=No, Box exemplar=Yes2026.05 | 8.91 | 28.08 | — | |
| CoDiProtocol=One-shot, Category=Localization-based, Text-prompts=false2025.12 | 8.92 | 35.89 | — | |
| CAD-GD2026.02 | 9.3 | 40.96 | — | |
| CAD-GDType=Text, Base model=Grounding DINO, Differentiable=×2026.06 | 9.3 | 40.96 | — | |
| CountDiffProtocol=One-shot, Category=Density-based, Text-prompts=true2025.12 | 9.35 | 33.44 | — | |
| GeCoText prompt=No, Box exemplar=Yes2026.05 | 9.52 | 43 | — | |
| TrueCount𝑡𝑥𝑡Type=Detection, Backbone=GDino, Decoder=DefTransformer2026.06 | 9.54 | 48.01 | — | |
| CountEx2026.02 | 9.59 | 38.54 | — | |
| DCountType=Detection, Backbone=GDino, Decoder=DefTransformer2026.06 | 9.63 | 53.6 | — | |
| SSDBackbone=ResNet-50, Shot count=3-shot2024.05 | 9.73 | 29.72 | — | |
| DAVEboxCounting mode=detection-based2024.04 | 9.75 | 40.3 | — | |
| GeComode=one-shot2024.09 | 9.97 | 37.85 | — | |
| GeCoProtocol=One-shot, Category=Detection-based, Text-prompts=false2025.12 | 9.97 | 37.85 | — | |
| GroundingRECSupervision=point-level2026.02 | 10.06 | 58.62 | — | |
| GroundingREC2026.02 | 10.06 | 58.62 | — | |
| GroundingRECClass Spec.=Text2025.11 | 10.06 | 58.62 | — | |
| GroundingRECType=Text, Base model=Grounding DINO, Differentiable=×2026.06 | 10.06 | 58.62 | — | |
| GroundingRECType=Detection, Backbone=GDino, Decoder=DefTransformer2026.06 | 10.06 | 58.62 | — | |
| LOCAScenario=few-shot2022.11 | 10.24 | 32.56 | — | |
| LOCA2023.07 | 10.24 | 32.56 | — | |
| LOCAFew-shot=true2024.04 | 10.24 | 32.56 | — | |
| LOCABackbone=ResNet-50, Shot count=3-shot2024.05 | 10.24 | 32.56 | — | |
| LOCAScheme=Few-shot, Shot=32025.02 | 10.24 | 32.56 | — | |
| LOCA2026.02 | 10.24 | 32.56 | — | |
| LOCAClass Spec.=Visual Exemplars2025.11 | 10.24 | 32.56 | — | |
| LOCAScheme=Few-shot, Exemplar=Visual, Backbone=ResNet-502026.03 | 10.24 | 32.56 | — | |
| LoCAText prompt=No, Box exemplar=Yes2026.05 | 10.24 | 32.56 | — | |
| CACVITBackbone=ViT-B, Resolution=384, Shots=32023.05 | 10.63 | 37.95 | — | |
| CACViT2026.02 | 10.63 | 37.95 | — | |
| HieraCountText prompt=Yes, Box exemplar=Yes2026.05 | 10.83 | 49.36 | — | |
| DAVEmode=one-shot2024.09 | 10.98 | 43.26 | — | |
| DAVEProtocol=One-shot, Category=Detection-based, Text-prompts=false2025.12 | 10.98 | 43.26 | — | |
| SSDBackbone=ResNet-50, Shot count=1-shot2024.05 | 11.03 | 34.83 | — | |
| LOCAEvaluation Protocol=one-shot2022.11 | 11.36 | 38.04 | — | |
| LOCABackbone=ResNet-50, Shot count=1-shot2024.05 | 11.36 | 38.04 | — | |
| LOCAmode=one-shot2024.09 | 11.36 | 38.04 | — | |
| LOCAProtocol=One-shot, Category=Density-based, Text-prompts=false2025.12 | 11.36 | 38.04 | — | |
| CACVITBackbone=ViT-B, Resolution=384, Shots=12023.05 | 11.41 | 41.04 | — | |
| CountGDSupervision=point-level2026.02 | 12.14 | 47.51 | — | |
| CountGDtxtClass Spec.=Text2025.11 | 12.14 | 47.51 | — | |
| CountGDScheme=Zero-shot, Exemplar=Text, Backbone=GDINO-Swin-B2026.03 | 12.14 | 47.51 | — | |
| CountGDType=Text, Base model=Grounding DINO, Differentiable=×2026.06 | 12.14 | 47.51 | — | |
| COUNTGDType=Detection, Backbone=GDino, Decoder=DefTransformer2026.06 | 12.14 | 47.51 | — | |
| CountGD++Supervision=Point-level (P)2026.06 | 12.14 | 47.51 | — | |
| RT-CounterType=Text, Base model=YOLOE, Differentiable=✓2026.06 | 12.56 | 51.25 | — | |
| QICA†Scheme=Zero-shot, Exemplar=Text, Backbone=ViT-L/142026.03 | 12.98 | 56.35 | — | |
| CounTRYear=2022, Backbone=ViT, # Shots=32022.08 | 13.13 | 49.83 | — | |
| CounTRScenario=few-shot2022.11 | 13.13 | 49.83 | — | |
| CounTRBackbone=ViT-B & CNN, Resolution=384, Shots=32023.05 | 13.13 | 49.83 | — | |
| CounTR2023.07 | 13.13 | 49.83 | — | |
| CounTRFew-shot=true2024.04 | 13.13 | 49.83 | — | |
| CounTRBackbone=ViT/ConvNet, Shot count=3-shot2024.05 | 13.13 | 49.83 | — | |
| CounTR2026.02 | 13.13 | 49.83 | — | |
| CounTRClass Spec.=Visual Exemplars2025.11 | 13.13 | 49.83 | — | |
| CountTRScheme=Few-shot, Exemplar=Visual, Backbone=ViT-B/162026.03 | 13.13 | 49.83 | — | |
| CounTREvaluation Protocol=one-shot2022.11 | 13.15 | 49.72 | — | |
| CounTRBackbone=ViT-B & CNN, Resolution=384, Shots=12023.05 | 13.15 | 49.72 | — | |
| CounTRBackbone=ViT/ConvNet, Shot count=1-shot2024.05 | 13.15 | 49.72 | — | |
| CounTRmode=one-shot2024.09 | 13.15 | 49.72 | — | |
| CounTRProtocol=One-shot, Category=Density-based, Text-prompts=false2025.12 | 13.15 | 49.72 | — | |
| MambaCountType=Point, Backbone=YOLOE, Decoder=Mamba2026.06 | 13.22 | 53.62 | — | |
| T2ICountScheme=Zero-shot, Shot=02025.02 | 13.78 | 58.78 | — | |
| T2ICountSupervision=point-level2026.02 | 13.78 | 58.78 | — | |
| T2ICountScheme=Zero-shot, Exemplar=Text, Backbone=Stable Diff-v1.52026.03 | 13.78 | 58.78 | — | |
| T2ICountSupervision=Point-level (P)2026.06 | 13.78 | 58.78 | — | |
| QICAScheme=Zero-shot, Exemplar=Text, Backbone=ViT-B/162026.03 | 13.82 | 60.24 | — | |
| SPDCNBackbone=ResNet-18, Resolution=576, Shots=32023.05 | 14.59 | 49.97 | — | |
| SPDCNBackbone=VGG-19, Shot count=3-shot2024.05 | 14.59 | 49.97 | — | |
| WS-COCSupervision=image-level2026.02 | 14.77 | 54.24 | — | |
| WS-COC-7BSupervision=Image-level (I)2026.06 | 14.77 | 54.24 | — | |
| YOLO-CountScheme=Zero-shot, Exemplar=Text, Backbone=YOLOv8-L2026.03 | 14.8 | 96.14 | — | |
| GeCoScheme=Zero-shot, Shot=02025.02 | 14.81 | 64.95 | — | |
| GeCoScheme=Zero-shot, Exemplar=Visual, Backbone=SAM-ViT-H/162026.03 | 14.81 | 64.95 | — | |
| SAFECounttest-time adaptation=false2022.01 | 15.28 | 47.2 | — | |
| SAFECountScenario=few-shot2022.11 | 15.28 | 47.2 | — | |
| SAFECountBackbone=ResNet-18, Resolution=512, Shots=32023.05 | 15.28 | 47.2 | — | |
| SAFECountFew-shot=true2024.04 | 15.28 | 47.2 | — | |
| SAFECountBackbone=ResNet-18, Shot count=3-shot2024.05 | 15.28 | 47.2 | — | |
| PseCoScheme=Few-shot, Shot=32025.02 | 15.31 | 68.34 | — | |
| PseCoScheme=Few-shot, Exemplar=Visual, Backbone=SAM-ViT-H/162026.03 | 15.31 | 68.34 | — | |
| DAVEprompt-based=true2024.04 | 15.48 | 52.57 | — | |
| DAVEScheme=Zero-shot, Shot=02025.02 | 15.48 | 52.57 | — | |
| DAVEScheme=Zero-shot, Exemplar=Visual, Backbone=ResNet-502026.03 | 15.48 | 52.57 | — | |
| DAVEprmType=Text, Base model=ResNet-50, Differentiable=×2026.06 | 15.48 | 52.57 | — | |
| CountDiffSupervision=point-level2026.02 | 15.5 | 54.33 | — | |
| DAVE0-shotsetup=zero-shot2024.04 | 15.54 | 52.67 | — | |
| DAVECategory=CAC, Backbone=ResNet-50, Resolution=5122024.09 | 15.54 | 52.67 | — | |
| DAVEType=Zero-shot visual prototype, Base model=ResNet-50, Differentiable=×2026.06 | 15.54 | 52.67 | — | |
| BMNet+Fine-tuning=false, Backbone=SwAV2022.03 | 15.74 | — | 58.53 | |
| BMNet+reference_type=reference-based, shot=3-shot2022.05 | 15.74 | 58.53 | — |