Object Counting on CoCoCount
78.3AccuracyATHENA-Adaptive
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ATHENA-AdaptiveModel=SD 3.5 Large2026.03 | 78.3 | 0.41 | 1.05 | 62 | |
| ATHENA-StaticModel=FLUX.1-dev2026.03 | 73.3 | 0.56 | 1.35 | 54.8 | |
| ATHENA-FeedbackModel=FLUX.1-dev2026.03 | 71.4 | 0.67 | 1.72 | 56 | |
| ATHENA-FeedbackModel=SD 3.5 Large2026.03 | 71.4 | 0.63 | 1.51 | 54.9 | |
| ATHENA-AdaptiveModel=FLUX.1-dev2026.03 | 70.2 | 0.65 | 1.63 | 64.8 | |
| ATHENA-StaticModel=SD 3.5 Large2026.03 | 68.3 | 0.7 | 1.57 | 53.4 | |
| UnsteeredModel=FLUX.1-dev2026.03 | 58.4 | 0.98 | 1.96 | 45.8 | |
| UnsteeredModel=SD 3.5 Large2026.03 | 58.4 | 0.78 | 1.5 | 43.9 | |
| ATHENA-AdaptiveModel=SDXL2026.03 | 54 | 1.5 | 3.47 | 19.4 | |
| CountGenModel=SDXL2026.03 | 50.3 | 1.9 | 4.6 | 44.1 | |
| ATHENA-FeedbackModel=SDXL2026.03 | 46.6 | 1.67 | 3.59 | 15 | |
| ATHENA-StaticModel=SDXL2026.03 | 39.8 | 1.98 | 3.85 | 11.2 | |
| UnsteeredModel=SDXL2026.03 | 31.7 | 2.47 | 4.92 | 9.4 | |
| Counting GuidanceModel=SD 1.42026.03 | 28.6 | 2.19 | 3.62 | 19.9 |