Object Counting on FSC147 Robust-TOOC 1.0 (test)
13.32MAECountGD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CountGDModel=GDNIO, Type=Clean2026.06 | 13.32 | 133.33 | |
| TL-Denoiser + CountGDModel=GDNIO, Type=Ours Average2026.06 | 13.35 | 133.39 | |
| CountGDModel=GDNIO, Type=Average2026.06 | 14.49 | 134.32 | |
| TL-Denoiser + CountGDModel=GDNIO, Type=Ours Mixed2026.06 | 14.57 | 133.95 | |
| CounTXModel=OpenCLIP, Type=Clean2026.06 | 15.88 | 106.29 | |
| CountGDModel=GDNIO, Type=Mixed2026.06 | 16.6 | 135.41 | |
| TL-Denoiser + CounTXModel=OpenCLIP, Type=Ours Average2026.06 | 16.73 | 108.06 | |
| CounTXModel=OpenCLIP, Type=Average2026.06 | 17.22 | 108.25 | |
| CLIP-CountModel=CLIP, Type=Clean2026.06 | 17.65 | 109.01 | |
| TL-Denoiser + CLIP-CountModel=CLIP, Type=Ours Average2026.06 | 18.32 | 109.23 | |
| CLIP-CountModel=CLIP, Type=Average2026.06 | 19.49 | 109.77 | |
| TL-Denoiser + CounTXModel=OpenCLIP, Type=Ours Mixed2026.06 | 21.72 | 110.96 | |
| TL-Denoiser + CLIP-CountModel=CLIP, Type=Ours Mixed2026.06 | 21.72 | 110.62 | |
| CounTXModel=OpenCLIP, Type=Mixed2026.06 | 25.3 | 117.06 | |
| CLIP-CountModel=CLIP, Type=Mixed2026.06 | 25.85 | 112.66 |