# Object Counting on ATHENA Dataset Source: [Object Counting on ATHENA Dataset]() Collection index: [llms.txt]() Data updated: 2026-03-23T10:44:12.511Z Evaluation of model performance on the ATHENA Dataset for the Object Counting task, reporting Accuracy, MAE, RMSE, and inference Time. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Object Counting | | Dataset (including any stated split) | ATHENA Dataset | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy](): Higher is better; unit: PERCENT. - [Mean Absolute Error](): Lower is better; unit: SCALAR. - [Root Mean Square Error](): Lower is better; unit: SCALAR. - [Inference Time](): Lower is better; unit: TIME. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ATHENA-Adaptive | 56.1 | Not recorded | 69c0c8da0636e5bf4afc3973 | | ATHENA-Adaptive | 53.6 | Not recorded | 69c0c8da0636e5bf4afc3973 | | ATHENA-Feedback | 52.2 | Not recorded | 69c0c8da0636e5bf4afc3973 | | ATHENA-Feedback | 51.1 | Not recorded | 69c0c8da0636e5bf4afc3973 | | ATHENA-Static | 48.9 | Not recorded | 69c0c8da0636e5bf4afc3973 | | ATHENA-Static | 46.7 | Not recorded | 69c0c8da0636e5bf4afc3973 | | Unsteered | 39.4 | Not recorded | 69c0c8da0636e5bf4afc3973 | | Unsteered | 38.9 | Not recorded | 69c0c8da0636e5bf4afc3973 | | ATHENA-Adaptive | 34.7 | Not recorded | 69c0c8da0636e5bf4afc3973 | | CountGen | 29.4 | Not recorded | 69c0c8da0636e5bf4afc3973 | | ATHENA-Static | 27.5 | Not recorded | 69c0c8da0636e5bf4afc3973 | | ATHENA-Feedback | 27.2 | Not recorded | 69c0c8da0636e5bf4afc3973 | | Unsteered | 19.7 | Not recorded | 69c0c8da0636e5bf4afc3973 | | Counting Guidance | 10.8 | Not recorded | 69c0c8da0636e5bf4afc3973 | ### ATHENA-Adaptive Accuracy: 56.1. Result ID: 69c1196b47f34ce924a9497c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD 3.5 Large"}. This record does not assert independent reproduction. ### ATHENA-Adaptive Accuracy: 53.6. Result ID: 69c1196b47f34ce924a94978. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"FLUX.1-dev"}. This record does not assert independent reproduction. ### ATHENA-Feedback Accuracy: 52.2. Result ID: 69c1196b47f34ce924a94977. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"FLUX.1-dev"}. This record does not assert independent reproduction. ### ATHENA-Feedback Accuracy: 51.1. Result ID: 69c1196b47f34ce924a9497b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD 3.5 Large"}. This record does not assert independent reproduction. ### ATHENA-Static Accuracy: 48.9. Result ID: 69c1196b47f34ce924a94976. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"FLUX.1-dev"}. This record does not assert independent reproduction. ### ATHENA-Static Accuracy: 46.7. Result ID: 69c1196b47f34ce924a9497a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD 3.5 Large"}. This record does not assert independent reproduction. ### Unsteered Accuracy: 39.4. Result ID: 69c1196b47f34ce924a94975. [Reporting paper]() Recorded evaluation configuration: {"Model":"FLUX.1-dev"}. This record does not assert independent reproduction. ### Unsteered Accuracy: 38.9. Result ID: 69c1196b47f34ce924a94979. [Reporting paper]() Recorded evaluation configuration: {"Model":"SD 3.5 Large"}. This record does not assert independent reproduction. ### ATHENA-Adaptive Accuracy: 34.7. Result ID: 69c1196b47f34ce924a94981. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SDXL"}. This record does not assert independent reproduction. ### CountGen Accuracy: 29.4. Result ID: 69c1196b47f34ce924a9497e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"SDXL"}. This record does not assert independent reproduction. ### ATHENA-Static Accuracy: 27.5. Result ID: 69c1196b47f34ce924a9497f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SDXL"}. This record does not assert independent reproduction. ### ATHENA-Feedback Accuracy: 27.2. Result ID: 69c1196b47f34ce924a94980. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SDXL"}. This record does not assert independent reproduction. ### Unsteered Accuracy: 19.7. Result ID: 69c1196b47f34ce924a9497d. [Reporting paper]() Recorded evaluation configuration: {"Model":"SDXL"}. This record does not assert independent reproduction. ### Counting Guidance Accuracy: 10.8. Result ID: 69c1196b47f34ce924a94982. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD 1.4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.