Object Counting on FSC-147 (Average)
6.93MAECountGD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CountGDScheme=Few-shot, Exemplar=Visual & Text, Backbone=GDINO-Swin-B2026.03 | 6.93 | 34.87 | |
| CountSEScheme=Few-shot, Exemplar=Text, Backbone=GDINO-Swin-B2026.03 | 8.18 | 68.96 | |
| LOCAScheme=Few-shot, Exemplar=Visual, Backbone=ResNet-502026.03 | 10.61 | 44.77 | |
| TMRScheme=Few-shot, Exemplar=Visual, Backbone=SAM-ViT-H/162026.03 | 11.63 | 57.46 | |
| CountTRScheme=Few-shot, Exemplar=Visual, Backbone=ViT-B/162026.03 | 12.54 | 70.53 | |
| QICA†Scheme=Zero-shot, Exemplar=Text, Backbone=ViT-L/142026.03 | 12.7 | 76.82 | |
| T2ICountScheme=Zero-shot, Exemplar=Text, Backbone=Stable Diff-v1.52026.03 | 12.77 | 78.32 | |
| QICAScheme=Zero-shot, Exemplar=Text, Backbone=ViT-B/162026.03 | 13.44 | 82.21 | |
| CountGDScheme=Zero-shot, Exemplar=Text, Backbone=GDINO-Swin-B2026.03 | 13.45 | 83.97 | |
| GeCoScheme=Zero-shot, Exemplar=Visual, Backbone=SAM-ViT-H/162026.03 | 14.06 | 86.84 | |
| PseCoScheme=Few-shot, Exemplar=Visual, Backbone=SAM-ViT-H/162026.03 | 14.18 | 90.62 | |
| YOLO-CountScheme=Zero-shot, Exemplar=Text, Backbone=YOLOv8-L2026.03 | 15.12 | 77.25 | |
| DAVEScheme=Zero-shot, Exemplar=Visual, Backbone=ResNet-502026.03 | 15.19 | 78 | |
| CounTXScheme=Zero-shot, Exemplar=Text, Backbone=ViT-B/162026.03 | 17.23 | 85.21 | |
| VLCounterScheme=Zero-shot, Exemplar=Text, Backbone=ViT-B/162026.03 | 17.56 | 85.65 | |
| VA-CountScheme=Zero-shot, Exemplar=Text, Backbone=ViT-B/162026.03 | 17.88 | 101.27 | |
| CLIP-CountScheme=Zero-shot, Exemplar=Text, Backbone=ViT-B/162026.03 | 18.29 | 83.9 | |
| FamNetScheme=Few-shot, Exemplar=Visual, Backbone=ResNet-502026.03 | 23.44 | 86.24 | |
| ZSCScheme=Zero-shot, Exemplar=Text, Backbone=ResNet-502026.03 | 24.51 | 101.9 |