List your company
ResearchFormerly WizWand

Counting on CARPK

1.99MAEAdaCount
0.75289.103917.45525.8061Jan 22, 2022Oct 19, 2022Jul 16, 2023Apr 12, 2024Jan 7, 2025Oct 4, 2025Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
AdaCountTraining=false2026.071.993.05
CountGD++Training=true2026.072.483.74
SAM3CountTraining=false2026.073.115.6
SAM3Training=false2026.073.526.57
CountGDExemplar=Visual & Text, Fine-tuned=false2026.033.685.17
CountGDInference-only=false2025.123.835.41
CountGD2026.063.835.41
CountGD2026.063.835.41
CountGDTraining=true2026.073.835.41
MambaCount2026.064.317.42
RT-Counter2026.064.817.61
CACViTFine-tuned=true2023.054.916.49
SAFECountTraining Protocol=Fine-tuned on CARPK2022.015.337.04
SAFECountFine-tuned=true2023.055.337.04
CounTRFine-tuned=true2023.055.757.45
CountTRExemplar=Visual, Fine-tuned=true2026.035.757.45
BMNet+Fine-tuned=true2023.055.767.83
CountGDExemplar=Text, Fine-tuned=false2026.035.987.41
QICA†Exemplar=Text, Fine-tuned=false, Backbone=ViT-L/142026.036.077.82
QICATraining=true2026.076.077.82
CounTX2026.066.1310.87
CountTX2026.066.1310.87
QICAExemplar=Text, Fine-tuned=false, Backbone=ViT-B/162026.036.388.2
VLCounterLearnable Parameters (M)=1.44, MACs (G)=34.362023.126.468.68
VLCounterInference-only=false2025.126.468.68
VLCounterSupervision=point-level2026.026.468.68
VLCounterExemplar=Text, Fine-tuned=false2026.036.468.68
VLCounter2026.066.468.68
VLCounter2026.066.468.68
VLCounterTraining=true2026.076.468.68
CountZESInference-only=true2025.127.249.22
GMNTraining Protocol=Fine-tuned on CARPK2022.017.489.9
CounTXInference-only=false2025.128.1310.87
CounTXExemplar=Text, Fine-tuned=false2026.038.1310.87
CACViTFine-tuned=false2023.058.311.18
T2ICountInference-only=false2025.128.6113.47
T2ICountSupervision=point-level2026.028.6113.47
T2ICountExemplar=Text, Fine-tuned=false2026.038.6113.47
T2ICountTraining=true2026.078.6113.47
LOCAExemplar=Visual, Fine-tuned=false2026.039.9712.51
VLPGSupervision=point-level2026.0210.1413.79
CountDiffSupervision=point-level2026.0210.3212.92
GeCoInference-only=false2025.1210.3414.73
GeCoTraining=true2026.0710.3414.73
WS-COCSupervision=image-level2026.0210.3915.83
BMNet+Fine-tuned=false2023.0510.4413.77
VA-CountInference-only=false2025.1210.6313.2
VA-CountExemplar=Text, Fine-tuned=false2026.0310.6313.2
CLIP-CountLearnable Parameters (M)=16.36, MACs (G)=123.062023.1211.713.94
CLIP-CountInference-only=false2025.1211.9616.61
CLIP-CountSupervision=point-level2026.0211.9616.61
CLIP-CountExemplar=Text, Fine-tuned=false2026.0311.9616.61
CLIP-count2026.0611.9616.61
CLIP-count2026.0611.9616.61
OmniCountInference-only=true2025.1213.4116.85
OmniCountTraining=false2026.0713.4116.85
RCACFine-tuned=true2023.0513.6219.08
WS-COC-BaseSupervision=image-level2026.0214.0627.6
TFOCInference-only=true2025.1214.3517.22
TFOCTraining=false2026.0714.3517.22
SAFECountTraining Protocol=Pre-trained on FSC-1472022.0116.6624.08
SAFECountFine-tuned=false2023.0516.6624.08
RCACFine-tuned=false2023.0517.9824.21
FamNetTraining Protocol=Fine-tuned on CARPK2022.0118.1933.66
FamNet+Fine-tuned=true2023.0518.1933.66
T2ICount*Supervision=image-level2026.0219.4223.48
CountingDINOInference-only=true2025.1221.2628.2
CountingDINOTraining=false2026.0721.2628.2
CLIP-Count*Supervision=image-level2026.0224.929.12
MLLM-ZeroSupervision=none2026.0226.2455.11
FamNetTraining Protocol=Pre-trained on FSC-1472022.0128.8444.47
FamNet+Fine-tuned=false2023.0528.8444.47
G-DINOInference-only=false2025.1229.7231.6
GMNTraining Protocol=Pre-trained on FSC-1472022.0132.9239.88