# Object Counting on CoCoCount Source: [Object Counting on CoCoCount]() Collection index: [llms.txt]() Data updated: 2026-03-23T10:44:12.449Z Evaluation of object counting performance on the CoCoCount dataset, measured using Accuracy (Acc), Mean Absolute Error (MAE), Root Mean Square Error (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) | CoCoCount | | 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. - [MAE](): Lower is better; unit: SCALAR. - [RMSE](): Lower is better; unit: SCALAR. - [Inference Time](): Lower is better; unit: TIME. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ATHENA-Adaptive | 78.3 | Not recorded | 69c0c8da0636e5bf4afc3973 | | ATHENA-Static | 73.3 | Not recorded | 69c0c8da0636e5bf4afc3973 | | ATHENA-Feedback | 71.4 | Not recorded | 69c0c8da0636e5bf4afc3973 | | ATHENA-Feedback | 71.4 | Not recorded | 69c0c8da0636e5bf4afc3973 | | ATHENA-Adaptive | 70.2 | Not recorded | 69c0c8da0636e5bf4afc3973 | | ATHENA-Static | 68.3 | Not recorded | 69c0c8da0636e5bf4afc3973 | | Unsteered | 58.4 | Not recorded | 69c0c8da0636e5bf4afc3973 | | Unsteered | 58.4 | Not recorded | 69c0c8da0636e5bf4afc3973 | | ATHENA-Adaptive | 54 | Not recorded | 69c0c8da0636e5bf4afc3973 | | CountGen | 50.3 | Not recorded | 69c0c8da0636e5bf4afc3973 | | ATHENA-Feedback | 46.6 | Not recorded | 69c0c8da0636e5bf4afc3973 | | ATHENA-Static | 39.8 | Not recorded | 69c0c8da0636e5bf4afc3973 | | Unsteered | 31.7 | Not recorded | 69c0c8da0636e5bf4afc3973 | | Counting Guidance | 28.6 | Not recorded | 69c0c8da0636e5bf4afc3973 | ### ATHENA-Adaptive Accuracy: 78.3. Result ID: 69c1196b47f34ce924a94960. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD 3.5 Large"}. This record does not assert independent reproduction. ### ATHENA-Static Accuracy: 73.3. Result ID: 69c1196b47f34ce924a9495a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"FLUX.1-dev"}. This record does not assert independent reproduction. ### ATHENA-Feedback Accuracy: 71.4. Result ID: 69c1196b47f34ce924a9495b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"FLUX.1-dev"}. This record does not assert independent reproduction. ### ATHENA-Feedback Accuracy: 71.4. Result ID: 69c1196b47f34ce924a9495f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD 3.5 Large"}. This record does not assert independent reproduction. ### ATHENA-Adaptive Accuracy: 70.2. Result ID: 69c1196b47f34ce924a9495c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"FLUX.1-dev"}. This record does not assert independent reproduction. ### ATHENA-Static Accuracy: 68.3. Result ID: 69c1196b47f34ce924a9495e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD 3.5 Large"}. This record does not assert independent reproduction. ### Unsteered Accuracy: 58.4. Result ID: 69c1196b47f34ce924a94959. [Reporting paper]() Recorded evaluation configuration: {"Model":"FLUX.1-dev"}. This record does not assert independent reproduction. ### Unsteered Accuracy: 58.4. Result ID: 69c1196b47f34ce924a9495d. [Reporting paper]() Recorded evaluation configuration: {"Model":"SD 3.5 Large"}. This record does not assert independent reproduction. ### ATHENA-Adaptive Accuracy: 54. Result ID: 69c1196b47f34ce924a94965. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SDXL"}. This record does not assert independent reproduction. ### CountGen Accuracy: 50.3. Result ID: 69c1196b47f34ce924a94962. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"SDXL"}. This record does not assert independent reproduction. ### ATHENA-Feedback Accuracy: 46.6. Result ID: 69c1196b47f34ce924a94964. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SDXL"}. This record does not assert independent reproduction. ### ATHENA-Static Accuracy: 39.8. Result ID: 69c1196b47f34ce924a94963. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SDXL"}. This record does not assert independent reproduction. ### Unsteered Accuracy: 31.7. Result ID: 69c1196b47f34ce924a94961. [Reporting paper]() Recorded evaluation configuration: {"Model":"SDXL"}. This record does not assert independent reproduction. ### Counting Guidance Accuracy: 28.6. Result ID: 69c1196b47f34ce924a94966. [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.