# Annotator Modeling on flowers102 Source: [Annotator Modeling on flowers102]() Collection index: [llms.txt]() Data updated: 2026-06-04T08:58:48.965Z Evaluation of annotator modeling performance on the flowers102 dataset, typically measured using AUROC. 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 | Annotator Modeling | | Dataset (including any stated split) | flowers102 | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | annot-mix | 90.4 | Not recorded | 68fa73141e209131cea5a5f9 | | annot-mix | 90.4 | Not recorded | 68fa73141e209131cea5a5f9 | | madl | 86 | Not recorded | 68fa73141e209131cea5a5f9 | | madl | 85.9 | Not recorded | 68fa73141e209131cea5a5f9 | | trace-reg | 78.2 | Not recorded | 68fa73141e209131cea5a5f9 | | trace-reg | 77.8 | Not recorded | 68fa73141e209131cea5a5f9 | | union-net | 69.7 | Not recorded | 68fa73141e209131cea5a5f9 | | union-net | 69.5 | Not recorded | 68fa73141e209131cea5a5f9 | | geo-reg-f | 69 | Not recorded | 68fa73141e209131cea5a5f9 | | geo-reg-w | 69 | Not recorded | 68fa73141e209131cea5a5f9 | | geo-reg-f | 68.7 | Not recorded | 68fa73141e209131cea5a5f9 | | geo-reg-w | 68.7 | Not recorded | 68fa73141e209131cea5a5f9 | | crowd-layer | 67.2 | Not recorded | 68fa73141e209131cea5a5f9 | | crowd-layer | 65.9 | Not recorded | 68fa73141e209131cea5a5f9 | | conal | 61 | Not recorded | 68fa73141e209131cea5a5f9 | | conal | 60.9 | Not recorded | 68fa73141e209131cea5a5f9 | | crowd-ar | 55.4 | Not recorded | 68fa73141e209131cea5a5f9 | | crowd-ar | 54.8 | Not recorded | 68fa73141e209131cea5a5f9 | ### annot-mix AUROC: 90.4. Result ID: 6a213e27fbc373592c1cf45f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Epoch":"Last Epoch","False label fraction":"67.5"}. This record does not assert independent reproduction. ### annot-mix AUROC: 90.4. Result ID: 6a213e27fbc373592c1cf468. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Epoch":"Best Epoch","False label fraction":"67.5"}. This record does not assert independent reproduction. ### madl AUROC: 86. Result ID: 6a213e27fbc373592c1cf45b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Epoch":"Last Epoch","False label fraction":"67.5"}. This record does not assert independent reproduction. ### madl AUROC: 85.9. Result ID: 6a213e27fbc373592c1cf464. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Epoch":"Best Epoch","False label fraction":"67.5"}. This record does not assert independent reproduction. ### trace-reg AUROC: 78.2. Result ID: 6a213e27fbc373592c1cf461. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Epoch":"Best Epoch","False label fraction":"67.5"}. This record does not assert independent reproduction. ### trace-reg AUROC: 77.8. Result ID: 6a213e27fbc373592c1cf458. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Epoch":"Last Epoch","False label fraction":"67.5"}. This record does not assert independent reproduction. ### union-net AUROC: 69.7. Result ID: 6a213e27fbc373592c1cf463. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Epoch":"Best Epoch","False label fraction":"67.5"}. This record does not assert independent reproduction. ### union-net AUROC: 69.5. Result ID: 6a213e27fbc373592c1cf45a. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Epoch":"Last Epoch","False label fraction":"67.5"}. This record does not assert independent reproduction. ### geo-reg-f AUROC: 69. Result ID: 6a213e27fbc373592c1cf465. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Epoch":"Best Epoch","False label fraction":"67.5"}. This record does not assert independent reproduction. ### geo-reg-w AUROC: 69. Result ID: 6a213e27fbc373592c1cf466. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Epoch":"Best Epoch","False label fraction":"67.5"}. This record does not assert independent reproduction. ### geo-reg-f AUROC: 68.7. Result ID: 6a213e27fbc373592c1cf45c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Epoch":"Last Epoch","False label fraction":"67.5"}. This record does not assert independent reproduction. ### geo-reg-w AUROC: 68.7. Result ID: 6a213e27fbc373592c1cf45d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Epoch":"Last Epoch","False label fraction":"67.5"}. This record does not assert independent reproduction. ### crowd-layer AUROC: 67.2. Result ID: 6a213e27fbc373592c1cf457. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Epoch":"Last Epoch","False label fraction":"67.5"}. This record does not assert independent reproduction. ### crowd-layer AUROC: 65.9. Result ID: 6a213e27fbc373592c1cf460. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Epoch":"Best Epoch","False label fraction":"67.5"}. This record does not assert independent reproduction. ### conal AUROC: 61. Result ID: 6a213e27fbc373592c1cf459. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Epoch":"Last Epoch","False label fraction":"67.5"}. This record does not assert independent reproduction. ### conal AUROC: 60.9. Result ID: 6a213e27fbc373592c1cf462. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Epoch":"Best Epoch","False label fraction":"67.5"}. This record does not assert independent reproduction. ### crowd-ar AUROC: 55.4. Result ID: 6a213e27fbc373592c1cf45e. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Epoch":"Last Epoch","False label fraction":"67.5"}. This record does not assert independent reproduction. ### crowd-ar AUROC: 54.8. Result ID: 6a213e27fbc373592c1cf467. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Epoch":"Best Epoch","False label fraction":"67.5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.