Object Counting on ATHENA Dataset
56.1AccuracyATHENA-Adaptive
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ATHENA-AdaptiveModel=SD 3.5 Large2026.03 | 56.1 | 1.16 | 2.32 | 70.4 | |
| ATHENA-AdaptiveModel=FLUX.1-dev2026.03 | 53.6 | 1.4 | 2.72 | 72.5 | |
| ATHENA-FeedbackModel=FLUX.1-dev2026.03 | 52.2 | 1.38 | 2.6 | 60.8 | |
| ATHENA-FeedbackModel=SD 3.5 Large2026.03 | 51.1 | 1.31 | 2.44 | 58.7 | |
| ATHENA-StaticModel=FLUX.1-dev2026.03 | 48.9 | 1.31 | 2.44 | 54.7 | |
| ATHENA-StaticModel=SD 3.5 Large2026.03 | 46.7 | 1.4 | 2.52 | 52.7 | |
| UnsteeredModel=FLUX.1-dev2026.03 | 39.4 | 1.78 | 2.96 | 45.5 | |
| UnsteeredModel=SD 3.5 Large2026.03 | 38.9 | 1.55 | 2.54 | 43.8 | |
| ATHENA-AdaptiveModel=SDXL2026.03 | 34.7 | 2.34 | 3.9 | 21.2 | |
| CountGenModel=SDXL2026.03 | 29.4 | 2.7 | 5.45 | 55.7 | |
| ATHENA-StaticModel=SDXL2026.03 | 27.5 | 2.61 | 4.62 | 11.2 | |
| ATHENA-FeedbackModel=SDXL2026.03 | 27.2 | 2.71 | 4.96 | 15.8 | |
| UnsteeredModel=SDXL2026.03 | 19.7 | 4.02 | 7.94 | 9.4 | |
| Counting GuidanceModel=SD 1.42026.03 | 10.8 | 3.69 | 4.85 | 19.6 |