Object Counting on FSC147-based Robust-TOOC 1.0 (val)
11.17MAETL-Denoiser + CountGD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TL-Denoiser + CountGDModel=GDNIO, Type=Ours Average2026.06 | 11.17 | 55.9 | |
| CountGDModel=GDNIO, Type=Clean2026.06 | 11.19 | 56.57 | |
| CountGDModel=GDNIO, Type=Average2026.06 | 13.1 | 65.87 | |
| TL-Denoiser + CountGDModel=GDNIO, Type=Ours Mixed2026.06 | 13.4 | 65.76 | |
| CounTXModel=OpenCLIP, Type=Clean2026.06 | 17.11 | 65.6 | |
| CountGDModel=GDNIO, Type=Mixed2026.06 | 17.24 | 83.13 | |
| CLIP-CountModel=CLIP, Type=Clean2026.06 | 18.89 | 67.57 | |
| TL-Denoiser + CounTXModel=OpenCLIP, Type=Ours Average2026.06 | 20.53 | 76.93 | |
| TL-Denoiser + CLIP-CountModel=CLIP, Type=Ours Average2026.06 | 20.8 | 76.02 | |
| CounTXModel=OpenCLIP, Type=Average2026.06 | 21.24 | 82.31 | |
| CLIP-CountModel=CLIP, Type=Average2026.06 | 24.9 | 84.17 | |
| TL-Denoiser + CLIP-CountModel=CLIP, Type=Ours Mixed2026.06 | 28.32 | 94.34 | |
| TL-Denoiser + CounTXModel=OpenCLIP, Type=Ours Mixed2026.06 | 34.5 | 102.23 | |
| CounTXModel=OpenCLIP, Type=Mixed2026.06 | 42.34 | 126.28 | |
| CLIP-CountModel=CLIP, Type=Mixed2026.06 | 45.35 | 139.29 |