Object Counting on CoCoCount-E
65.6AccuracyATHENA-Adaptive
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ATHENA-AdaptiveModel=SD 3.5 Large2026.03 | 65.6 | 0.73 | 1.6 | 38.1 | |
| ATHENA-AdaptiveModel=FLUX.1-dev2026.03 | 62.2 | 0.85 | 1.9 | 35.1 | |
| ATHENA-FeedbackModel=SD 3.5 Large2026.03 | 59.1 | 0.8 | 1.77 | 32.3 | |
| ATHENA-StaticModel=FLUX.1-dev2026.03 | 58.5 | 0.84 | 1.73 | 27.4 | |
| ATHENA-FeedbackModel=FLUX.1-dev2026.03 | 58.3 | 0.98 | 2 | 29.8 | |
| ATHENA-StaticModel=SD 3.5 Large2026.03 | 52.9 | 0.97 | 1.78 | 29.5 | |
| UnsteeredModel=FLUX.1-dev2026.03 | 46.5 | 1.12 | 1.93 | 22.6 | |
| ATHENA-AdaptiveModel=SDXL2026.03 | 45.5 | 1.93 | 4.52 | 11.6 | |
| UnsteeredModel=SD 3.5 Large2026.03 | 44.8 | 0.98 | 1.56 | 24.1 | |
| CountGenModel=SDXL2026.03 | 41.7 | 2.04 | 4.68 | 29.2 | |
| ATHENA-FeedbackModel=SDXL2026.03 | 36.4 | 2.24 | 4.93 | 8.8 | |
| ATHENA-StaticModel=SDXL2026.03 | 31.8 | 2.4 | 4.19 | 6.3 | |
| UnsteeredModel=SDXL2026.03 | 26.5 | 3.09 | 5.85 | 5.3 | |
| Counting GuidanceModel=SD 1.42026.03 | 19.4 | 2.8 | 4.27 | 11.1 |