# Counting on FSC-147 (test) Source: [Counting on FSC-147 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-12T16:58:05.265Z Evaluation of counting performance on the test split of the FSC-147 dataset, measured using MAE, RMSE, and their corresponding delta metrics (Δ MAE, Δ 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 | Counting | | Dataset (including any stated split) | FSC-147 (test) | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 17 of 17 | | 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. - [Delta MAE](): Higher is better; unit: SCALAR. - [Delta RMSE](): Higher is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | CountGD | 5.74 | Not recorded | 6a02b4b3dbc836b87d824f9f | | GeCo | 7.91 | Not recorded | 6a02b4b3dbc836b87d824f9f | | CountGD++ | 7.95 | Not recorded | 6a02b4b3dbc836b87d824f9f | | DAVE | 8.66 | Not recorded | 6a02b4b3dbc836b87d824f9f | | GroundingREC | 10.12 | Not recorded | 68fa78f21e209131cea7b607 | | HieraCount | 10.29 | Not recorded | 6a02b4b3dbc836b87d824f9f | | LoCA | 10.79 | Not recorded | 6a02b4b3dbc836b87d824f9f | | CountGD | 14.76 | Not recorded | 68fa78f21e209131cea7b607 | | DAVEprm | 14.9 | Not recorded | 68fa78f21e209131cea7b607 | | LVLM-Count (GPT-4o as LVLM) | 17.86 | Not recorded | 68fa78f21e209131cea7b607 | | LVLM-Count (Gemma 3 27B as LVLM) | 20.25 | Not recorded | 68fa78f21e209131cea7b607 | | FamNet | 22.08 | Not recorded | 6a02b4b3dbc836b87d824f9f | | LVLM-Count (Qwen2 VL 72B AWQ as LVLM) | 22.29 | Not recorded | 68fa78f21e209131cea7b607 | | TFOC | 24.79 | Not recorded | 68fa78f21e209131cea7b607 | | GPT-4o | 25.57 | Not recorded | 68fa78f21e209131cea7b607 | | Gemma 3 27B | 30.59 | Not recorded | 68fa78f21e209131cea7b607 | | Qwen2 VL 72B AWQ | 34.48 | Not recorded | 68fa78f21e209131cea7b607 | ### CountGD MAE: 5.74. Result ID: 6a035c0247f34ce924e8fc51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Text prompt":"Yes","Box exemplar":"Yes"}. This record does not assert independent reproduction. ### GeCo MAE: 7.91. Result ID: 6a035c0247f34ce924e8fc4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Text prompt":"No","Box exemplar":"Yes"}. This record does not assert independent reproduction. ### CountGD++ MAE: 7.95. Result ID: 6a035c0247f34ce924e8fc52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Text prompt":"Yes","Box exemplar":"Yes"}. This record does not assert independent reproduction. ### DAVE MAE: 8.66. Result ID: 6a035c0247f34ce924e8fc50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Text prompt":"No","Box exemplar":"Yes"}. This record does not assert independent reproduction. ### GroundingREC MAE: 10.12. Result ID: 699a89ac5698665ec413ca90. [Reporting paper]() Recorded evaluation configuration: {"Trained Model":true}. This record does not assert independent reproduction. ### HieraCount MAE: 10.29. Result ID: 6a035c0247f34ce924e8fc53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Text prompt":"Yes","Box exemplar":"Yes"}. This record does not assert independent reproduction. ### LoCA MAE: 10.79. Result ID: 6a035c0247f34ce924e8fc4e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Text prompt":"No","Box exemplar":"Yes"}. This record does not assert independent reproduction. ### CountGD MAE: 14.76. Result ID: 699a89ac5698665ec413ca8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Trained Model":true}. This record does not assert independent reproduction. ### DAVEprm MAE: 14.9. Result ID: 699a89ac5698665ec413ca8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Trained Model":true}. This record does not assert independent reproduction. ### LVLM-Count (GPT-4o as LVLM) MAE: 17.86. Result ID: 699a89ac5698665ec413ca92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Trained Model":false,"Base LVLM":"GPT-4o"}. This record does not assert independent reproduction. ### LVLM-Count (Gemma 3 27B as LVLM) MAE: 20.25. Result ID: 699a89ac5698665ec413ca94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Trained Model":false,"Base LVLM":"Gemma 3 27B"}. This record does not assert independent reproduction. ### FamNet MAE: 22.08. Result ID: 6a035c0247f34ce924e8fc4d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Text prompt":"No","Box exemplar":"Yes"}. This record does not assert independent reproduction. ### LVLM-Count (Qwen2 VL 72B AWQ as LVLM) MAE: 22.29. Result ID: 699a89ac5698665ec413ca96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Trained Model":false,"Base LVLM":"Qwen2 VL 72B AWQ"}. This record does not assert independent reproduction. ### TFOC MAE: 24.79. Result ID: 699a89ac5698665ec413ca8d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Trained Model":false}. This record does not assert independent reproduction. ### GPT-4o MAE: 25.57. Result ID: 699a89ac5698665ec413ca91. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Trained Model":false}. This record does not assert independent reproduction. ### Gemma 3 27B MAE: 30.59. Result ID: 699a89ac5698665ec413ca93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Trained Model":false}. This record does not assert independent reproduction. ### Qwen2 VL 72B AWQ MAE: 34.48. Result ID: 699a89ac5698665ec413ca95. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Trained Model":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.