# Object Counting on OmniCount Fruits (test) Source: [Object Counting on OmniCount Fruits (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:11.523Z Evaluation of model performance on the test split of the OmniCount Fruits dataset for object counting, typically measured using MAE and RMSE. 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) | OmniCount Fruits (test) | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 6 of 6 | | 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 - [MAE](): Lower is better; unit: SCALAR. - [RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | CountGD++ | 0.56 | Not recorded | 69535c9653fdd5c36173dad8 | | CountGD++ | 0.63 | Not recorded | 69535c9653fdd5c36173dad8 | | CountGD++ | 1.97 | Not recorded | 69535c9653fdd5c36173dad8 | | CountGD++ | 2.02 | Not recorded | 69535c9653fdd5c36173dad8 | | CountGD | 2.76 | Not recorded | 69535c9653fdd5c36173dad8 | | CGD-B | 2.83 | Not recorded | 69535c9653fdd5c36173dad8 | ### CountGD++ MAE: 0.56. Result ID: 699801375698665ec45ab71a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Positive Text":true,"Internal Positive Exemplar":true,"External Positive Exemplar":false,"Negative Text":true,"Internal Negative Exemplar":true,"External Negative Exemplar":false}. This record does not assert independent reproduction. ### CountGD++ MAE: 0.63. Result ID: 699801375698665ec45ab71b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Positive Text":true,"Internal Positive Exemplar":false,"External Positive Exemplar":true,"Negative Text":true,"Internal Negative Exemplar":false,"External Negative Exemplar":true}. This record does not assert independent reproduction. ### CountGD++ MAE: 1.97. Result ID: 699801375698665ec45ab718. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Positive Text":true,"Internal Positive Exemplar":true,"External Positive Exemplar":false,"Negative Text":false,"Internal Negative Exemplar":false,"External Negative Exemplar":false}. This record does not assert independent reproduction. ### CountGD++ MAE: 2.02. Result ID: 699801375698665ec45ab719. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Positive Text":true,"Internal Positive Exemplar":false,"External Positive Exemplar":true,"Negative Text":false,"Internal Negative Exemplar":false,"External Negative Exemplar":false}. This record does not assert independent reproduction. ### CountGD MAE: 2.76. Result ID: 699801375698665ec45ab716. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Positive Text":true,"Internal Positive Exemplar":true,"External Positive Exemplar":false,"Negative Text":false,"Internal Negative Exemplar":false,"External Negative Exemplar":false}. This record does not assert independent reproduction. ### CGD-B MAE: 2.83. Result ID: 699801375698665ec45ab717. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Positive Text":true,"Internal Positive Exemplar":true,"External Positive Exemplar":false,"Negative Text":false,"Internal Negative Exemplar":false,"External Negative Exemplar":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.