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ResearchFormerly WizWand

Object Counting on FSC-147 (Average)

6.93MAECountGD
6.226810.973415.7220.4666Mar 17, 2026
Updated 7mo ago

Evaluation results

MethodLinks
CountGDScheme=Few-shot, Exemplar=Visual & Text, Backbone=GDINO-Swin-B2026.036.9334.87
CountSEScheme=Few-shot, Exemplar=Text, Backbone=GDINO-Swin-B2026.038.1868.96
LOCAScheme=Few-shot, Exemplar=Visual, Backbone=ResNet-502026.0310.6144.77
TMRScheme=Few-shot, Exemplar=Visual, Backbone=SAM-ViT-H/162026.0311.6357.46
CountTRScheme=Few-shot, Exemplar=Visual, Backbone=ViT-B/162026.0312.5470.53
QICA†Scheme=Zero-shot, Exemplar=Text, Backbone=ViT-L/142026.0312.776.82
T2ICountScheme=Zero-shot, Exemplar=Text, Backbone=Stable Diff-v1.52026.0312.7778.32
QICAScheme=Zero-shot, Exemplar=Text, Backbone=ViT-B/162026.0313.4482.21
CountGDScheme=Zero-shot, Exemplar=Text, Backbone=GDINO-Swin-B2026.0313.4583.97
GeCoScheme=Zero-shot, Exemplar=Visual, Backbone=SAM-ViT-H/162026.0314.0686.84
PseCoScheme=Few-shot, Exemplar=Visual, Backbone=SAM-ViT-H/162026.0314.1890.62
YOLO-CountScheme=Zero-shot, Exemplar=Text, Backbone=YOLOv8-L2026.0315.1277.25
DAVEScheme=Zero-shot, Exemplar=Visual, Backbone=ResNet-502026.0315.1978
CounTXScheme=Zero-shot, Exemplar=Text, Backbone=ViT-B/162026.0317.2385.21
VLCounterScheme=Zero-shot, Exemplar=Text, Backbone=ViT-B/162026.0317.5685.65
VA-CountScheme=Zero-shot, Exemplar=Text, Backbone=ViT-B/162026.0317.88101.27
CLIP-CountScheme=Zero-shot, Exemplar=Text, Backbone=ViT-B/162026.0318.2983.9
FamNetScheme=Few-shot, Exemplar=Visual, Backbone=ResNet-502026.0323.4486.24
ZSCScheme=Zero-shot, Exemplar=Text, Backbone=ResNet-502026.0324.51101.9