# Object Counting on PairTally Intra-scene Source: [Object Counting on PairTally Intra-scene]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:23.017Z Evaluation of model performance on object counting tasks using the Intra-scene split of the PairTally dataset, measured by MAE and NAE. 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) | PairTally Intra-scene | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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. - [NAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | CountEx | 12.57 | Not recorded | 699d30c26017c4460ffab7a3 | | CountGD | 15.67 | Not recorded | 699d30c26017c4460ffab7a3 | | CAD-GD | 16.98 | Not recorded | 699d30c26017c4460ffab7a3 | | GroundingREC | 17.91 | Not recorded | 699d30c26017c4460ffab7a3 | | LLMDet | 21.06 | Not recorded | 699d30c26017c4460ffab7a3 | | DAVE | 46.75 | Not recorded | 699d30c26017c4460ffab7a3 | | Count GD (Text) | 53.93 | Not recorded | 699d30c26017c4460ffab7a3 | | GeCo | 54.8 | Not recorded | 699d30c26017c4460ffab7a3 | | Count GD | 56.54 | Not recorded | 699d30c26017c4460ffab7a3 | | LoCA | 57.45 | Not recorded | 699d30c26017c4460ffab7a3 | | LLaMA-3.2 | 58.73 | Not recorded | 699d30c26017c4460ffab7a3 | | Qwen2.5-VL | 67.86 | Not recorded | 699d30c26017c4460ffab7a3 | | InternVL3 | 71.47 | Not recorded | 699d30c26017c4460ffab7a3 | | Ovis2 | 74.24 | Not recorded | 699d30c26017c4460ffab7a3 | | FamNet | 74.75 | Not recorded | 699d30c26017c4460ffab7a3 | | LLMDet | 142.08 | Not recorded | 699d30c26017c4460ffab7a3 | ### CountEx MAE: 12.57. Result ID: 699e4d835698665ec40c224d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Models trained on CoCount"}. This record does not assert independent reproduction. ### CountGD MAE: 15.67. Result ID: 699e4d835698665ec40c224c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Models trained on CoCount"}. This record does not assert independent reproduction. ### CAD-GD MAE: 16.98. Result ID: 699e4d835698665ec40c224a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Models trained on CoCount"}. This record does not assert independent reproduction. ### GroundingREC MAE: 17.91. Result ID: 699e4d835698665ec40c224b. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Models trained on CoCount"}. This record does not assert independent reproduction. ### LLMDet MAE: 21.06. Result ID: 699e4d835698665ec40c2249. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Models trained on CoCount"}. This record does not assert independent reproduction. ### DAVE MAE: 46.75. Result ID: 699e4d835698665ec40c223e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Pre-trained specialist counting models"}. This record does not assert independent reproduction. ### Count GD (Text) MAE: 53.93. Result ID: 699e4d835698665ec40c2243. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Pre-trained specialist counting models"}. This record does not assert independent reproduction. ### GeCo MAE: 54.8. Result ID: 699e4d835698665ec40c223f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Pre-trained specialist counting models"}. This record does not assert independent reproduction. ### Count GD MAE: 56.54. Result ID: 699e4d835698665ec40c2242. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Pre-trained specialist counting models"}. This record does not assert independent reproduction. ### LoCA MAE: 57.45. Result ID: 699e4d835698665ec40c2240. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Pre-trained specialist counting models"}. This record does not assert independent reproduction. ### LLaMA-3.2 MAE: 58.73. Result ID: 699e4d835698665ec40c2247. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Pre-trained large vision language models"}. This record does not assert independent reproduction. ### Qwen2.5-VL MAE: 67.86. Result ID: 699e4d835698665ec40c2246. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Pre-trained large vision language models"}. This record does not assert independent reproduction. ### InternVL3 MAE: 71.47. Result ID: 699e4d835698665ec40c2248. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Pre-trained large vision language models"}. This record does not assert independent reproduction. ### Ovis2 MAE: 74.24. Result ID: 699e4d835698665ec40c2245. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Pre-trained large vision language models"}. This record does not assert independent reproduction. ### FamNet MAE: 74.75. Result ID: 699e4d835698665ec40c2241. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Pre-trained specialist counting models"}. This record does not assert independent reproduction. ### LLMDet MAE: 142.08. Result ID: 699e4d835698665ec40c2244. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Pre-trained specialist counting models"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.