# Red Blood Cell Classification on Elsafty (leave-one-source-out) Source: [Red Blood Cell Classification on Elsafty (leave-one-source-out)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:48.004Z Evaluation of Red Blood Cell classification performance using the Elsafty dataset under a leave-one-source-out protocol, reporting weighted F1 score, balanced accuracy, and overall accuracy. 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 | Red blood cell classification | | Dataset (including any stated split) | Elsafty (leave-one-source-out) | | Metric | Weighted F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 - [Weighted F1 Score](): Higher is better; unit: PERCENT. - [Balanced Accuracy](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Weighted F1 Score | Result date | Report paper | | --- | --- | --- | --- | | RedDino large | 88.5 | Not recorded | 68fa7c311e209131cea8cf0f | | RedDino base | 88.1 | Not recorded | 68fa7c311e209131cea8cf0f | | DINOv2 large | 86 | Not recorded | 68fa7c311e209131cea8cf0f | | RedDino small | 86 | Not recorded | 68fa7c311e209131cea8cf0f | | DinoBloom-L | 85.4 | Not recorded | 68fa7c311e209131cea8cf0f | | DINOv2 base | 85.4 | Not recorded | 68fa7c311e209131cea8cf0f | | DinoBloom-B | 84.6 | Not recorded | 68fa7c311e209131cea8cf0f | | DinoBloom-S | 83.2 | Not recorded | 68fa7c311e209131cea8cf0f | | RedDino base | 82.6 | Not recorded | 68fa7c311e209131cea8cf0f | | DINOv2 small | 82.1 | Not recorded | 68fa7c311e209131cea8cf0f | | RedDino large | 81.6 | Not recorded | 68fa7c311e209131cea8cf0f | | RedDino small | 80 | Not recorded | 68fa7c311e209131cea8cf0f | | DINOv2 base | 79.2 | Not recorded | 68fa7c311e209131cea8cf0f | | RedDino base | 78.8 | Not recorded | 68fa7c311e209131cea8cf0f | | RedDino large | 78.5 | Not recorded | 68fa7c311e209131cea8cf0f | | ResNet50 | 77.6 | Not recorded | 68fa7c311e209131cea8cf0f | | DINOv2 small | 77.2 | Not recorded | 68fa7c311e209131cea8cf0f | | DinoBloom-L | 77 | Not recorded | 68fa7c311e209131cea8cf0f | | RedDino small | 76.8 | Not recorded | 68fa7c311e209131cea8cf0f | | DinoBloom-S | 76.5 | Not recorded | 68fa7c311e209131cea8cf0f | | DINOv2 large | 76.4 | Not recorded | 68fa7c311e209131cea8cf0f | | DinoBloom-B | 76.1 | Not recorded | 68fa7c311e209131cea8cf0f | | DINOv2 base | 75.5 | Not recorded | 68fa7c311e209131cea8cf0f | | DinoBloom-L | 74.1 | Not recorded | 68fa7c311e209131cea8cf0f | | DINOv2 large | 73.7 | Not recorded | 68fa7c311e209131cea8cf0f | | DINOv2 small | 73.5 | Not recorded | 68fa7c311e209131cea8cf0f | | DinoBloom-S | 73.1 | Not recorded | 68fa7c311e209131cea8cf0f | | DinoBloom-B | 72.4 | Not recorded | 68fa7c311e209131cea8cf0f | | ResNet50 | 66.2 | Not recorded | 68fa7c311e209131cea8cf0f | | ResNet50 | 64.3 | Not recorded | 68fa7c311e209131cea8cf0f | ### RedDino large Weighted F1 Score: 88.5. Result ID: 698b8fd27a967eddb76f9b55. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing"}. This record does not assert independent reproduction. ### RedDino base Weighted F1 Score: 88.1. Result ID: 698b8fd27a967eddb76f9b52. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing"}. This record does not assert independent reproduction. ### DINOv2 large Weighted F1 Score: 86. Result ID: 698b8fd27a967eddb76f9b4c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing"}. This record does not assert independent reproduction. ### RedDino small Weighted F1 Score: 86. Result ID: 698b8fd27a967eddb76f9b4f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing"}. This record does not assert independent reproduction. ### DinoBloom-L Weighted F1 Score: 85.4. Result ID: 698b8fd27a967eddb76f9b43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing"}. This record does not assert independent reproduction. ### DINOv2 base Weighted F1 Score: 85.4. Result ID: 698b8fd27a967eddb76f9b49. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing"}. This record does not assert independent reproduction. ### DinoBloom-B Weighted F1 Score: 84.6. Result ID: 698b8fd27a967eddb76f9b40. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing"}. This record does not assert independent reproduction. ### DinoBloom-S Weighted F1 Score: 83.2. Result ID: 698b8fd27a967eddb76f9b3d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing"}. This record does not assert independent reproduction. ### RedDino base Weighted F1 Score: 82.6. Result ID: 698b8fd27a967eddb76f9b54. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"20-NN"}. This record does not assert independent reproduction. ### DINOv2 small Weighted F1 Score: 82.1. Result ID: 698b8fd27a967eddb76f9b46. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing"}. This record does not assert independent reproduction. ### RedDino large Weighted F1 Score: 81.6. Result ID: 698b8fd27a967eddb76f9b57. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"20-NN"}. This record does not assert independent reproduction. ### RedDino small Weighted F1 Score: 80. Result ID: 698b8fd27a967eddb76f9b51. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"20-NN"}. This record does not assert independent reproduction. ### DINOv2 base Weighted F1 Score: 79.2. Result ID: 698b8fd27a967eddb76f9b4b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"20-NN"}. This record does not assert independent reproduction. ### RedDino base Weighted F1 Score: 78.8. Result ID: 698b8fd27a967eddb76f9b53. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"1-NN"}. This record does not assert independent reproduction. ### RedDino large Weighted F1 Score: 78.5. Result ID: 698b8fd27a967eddb76f9b56. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"1-NN"}. This record does not assert independent reproduction. ### ResNet50 Weighted F1 Score: 77.6. Result ID: 698b8fd27a967eddb76f9b3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing"}. This record does not assert independent reproduction. ### DINOv2 small Weighted F1 Score: 77.2. Result ID: 698b8fd27a967eddb76f9b48. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"20-NN"}. This record does not assert independent reproduction. ### DinoBloom-L Weighted F1 Score: 77. Result ID: 698b8fd27a967eddb76f9b45. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"20-NN"}. This record does not assert independent reproduction. ### RedDino small Weighted F1 Score: 76.8. Result ID: 698b8fd27a967eddb76f9b50. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"1-NN"}. This record does not assert independent reproduction. ### DinoBloom-S Weighted F1 Score: 76.5. Result ID: 698b8fd27a967eddb76f9b3f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"20-NN"}. This record does not assert independent reproduction. ### DINOv2 large Weighted F1 Score: 76.4. Result ID: 698b8fd27a967eddb76f9b4e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"20-NN"}. This record does not assert independent reproduction. ### DinoBloom-B Weighted F1 Score: 76.1. Result ID: 698b8fd27a967eddb76f9b42. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"20-NN"}. This record does not assert independent reproduction. ### DINOv2 base Weighted F1 Score: 75.5. Result ID: 698b8fd27a967eddb76f9b4a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"1-NN"}. This record does not assert independent reproduction. ### DinoBloom-L Weighted F1 Score: 74.1. Result ID: 698b8fd27a967eddb76f9b44. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"1-NN"}. This record does not assert independent reproduction. ### DINOv2 large Weighted F1 Score: 73.7. Result ID: 698b8fd27a967eddb76f9b4d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"1-NN"}. This record does not assert independent reproduction. ### DINOv2 small Weighted F1 Score: 73.5. Result ID: 698b8fd27a967eddb76f9b47. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"1-NN"}. This record does not assert independent reproduction. ### DinoBloom-S Weighted F1 Score: 73.1. Result ID: 698b8fd27a967eddb76f9b3e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"1-NN"}. This record does not assert independent reproduction. ### DinoBloom-B Weighted F1 Score: 72.4. Result ID: 698b8fd27a967eddb76f9b41. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"1-NN"}. This record does not assert independent reproduction. ### ResNet50 Weighted F1 Score: 66.2. Result ID: 698b8fd27a967eddb76f9b3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"20-NN"}. This record does not assert independent reproduction. ### ResNet50 Weighted F1 Score: 64.3. Result ID: 698b8fd27a967eddb76f9b3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"1-NN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.