# Image Classification on Messidor Source: [Image Classification on Messidor]() Collection index: [llms.txt]() Data updated: 2026-03-05T09:12:39.931Z Evaluation of Image Classification performance on the Messidor dataset, reporting overall Accuracy (Acc), Balanced Accuracy (BAcc), and specific performance breakdowns for 'Healthy' and 'Unhealthy' classifications (Precision, Recall, F1, MR), along with Drate. 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 | Image Classification | | Dataset (including any stated split) | Messidor | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Balanced Accuracy](): Higher is better; unit: PERCENT. - [Precision (Healthy)](): Higher is better; unit: PERCENT. - [Recall (Healthy)](): Higher is better; unit: PERCENT. - [F1 Score (Healthy)](): Higher is better; unit: PERCENT. - [Misclassification Rate (Healthy)](): Lower is better; unit: PERCENT. - [Precision (Unhealthy)](): Higher is better; unit: PERCENT. - [Recall (Unhealthy)](): Higher is better; unit: PERCENT. - [F1 Score (Unhealthy)](): Higher is better; unit: PERCENT. - [Misclassification Rate (Unhealthy)](): Lower is better; unit: PERCENT. - [Drate](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SAFE | 95.99 | Not recorded | 69a90e172d603e6de3e408f6 | | PEN + KNN | 94.6 | Not recorded | 69a90e172d603e6de3e408f6 | | LCL | 93.47 | Not recorded | 69a90e172d603e6de3e408f6 | | ResNet18 | 92.38 | Not recorded | 69a90e172d603e6de3e408f6 | | PLT | 77.65 | Not recorded | 69a90e172d603e6de3e408f6 | | DeepCluster | 40.28 | Not recorded | 69a90e172d603e6de3e408f6 | ### SAFE Accuracy: 95.99. Result ID: 69a948f16dbb7075b952fb45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PEN + KNN Accuracy: 94.6. Result ID: 69a948f16dbb7075b952fb48. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LCL Accuracy: 93.47. Result ID: 69a948f16dbb7075b952fb46. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet18 Accuracy: 92.38. Result ID: 69a948f16dbb7075b952fb47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PLT Accuracy: 77.65. Result ID: 69a948f16dbb7075b952fb49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepCluster Accuracy: 40.28. Result ID: 69a948f16dbb7075b952fb4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.