# Image Classification on MURA Fracture Source: [Image Classification on MURA Fracture]() Collection index: [llms.txt]() Data updated: 2026-06-30T06:39:46.385Z Evaluation of Image Classification performance on the MURA Fracture dataset, typically measured using 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 | Image Classification | | Dataset (including any stated split) | MURA Fracture | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 35 of 35 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MedDiffuseMix | 90.6 | Not recorded | 6a434d71ba73165dbb74381f | | MedDiffuseMix | 89.7 | Not recorded | 6a434d71ba73165dbb74381f | | MedDiffuseMix | 89.5 | Not recorded | 6a434d71ba73165dbb74381f | | DBA | 88.9 | Not recorded | 6a434d71ba73165dbb74381f | | SaliencyMix | 88.6 | Not recorded | 6a434d71ba73165dbb74381f | | MedDiffuseMix | 88.4 | Not recorded | 6a434d71ba73165dbb74381f | | GenMix | 88.3 | Not recorded | 6a434d71ba73165dbb74381f | | DBA | 88.2 | Not recorded | 6a434d71ba73165dbb74381f | | DBA | 88 | Not recorded | 6a434d71ba73165dbb74381f | | MedDiffuseMix | 88 | Not recorded | 6a434d71ba73165dbb74381f | | SaliencyMix | 87.9 | Not recorded | 6a434d71ba73165dbb74381f | | Mixup | 87.8 | Not recorded | 6a434d71ba73165dbb74381f | | SaliencyMix | 87.7 | Not recorded | 6a434d71ba73165dbb74381f | | GenMix | 87.6 | Not recorded | 6a434d71ba73165dbb74381f | | GenMix | 87.4 | Not recorded | 6a434d71ba73165dbb74381f | | Standard Aug | 87.3 | Not recorded | 6a434d71ba73165dbb74381f | | Mixup | 87.2 | Not recorded | 6a434d71ba73165dbb74381f | | DBA | 87 | Not recorded | 6a434d71ba73165dbb74381f | | Mixup | 87 | Not recorded | 6a434d71ba73165dbb74381f | | SaliencyMix | 86.7 | Not recorded | 6a434d71ba73165dbb74381f | | Standard Aug | 86.7 | Not recorded | 6a434d71ba73165dbb74381f | | DBA | 86.6 | Not recorded | 6a434d71ba73165dbb74381f | | Standard Aug | 86.5 | Not recorded | 6a434d71ba73165dbb74381f | | No Aug | 86.5 | Not recorded | 6a434d71ba73165dbb74381f | | GenMix | 86.4 | Not recorded | 6a434d71ba73165dbb74381f | | SaliencyMix | 86.3 | Not recorded | 6a434d71ba73165dbb74381f | | GenMix | 86 | Not recorded | 6a434d71ba73165dbb74381f | | Mixup | 85.9 | Not recorded | 6a434d71ba73165dbb74381f | | No Aug | 85.9 | Not recorded | 6a434d71ba73165dbb74381f | | No Aug | 85.8 | Not recorded | 6a434d71ba73165dbb74381f | | Mixup | 85.6 | Not recorded | 6a434d71ba73165dbb74381f | | Standard Aug | 85.3 | Not recorded | 6a434d71ba73165dbb74381f | | Standard Aug | 85 | Not recorded | 6a434d71ba73165dbb74381f | | No Aug | 84.6 | Not recorded | 6a434d71ba73165dbb74381f | | No Aug | 84.2 | Not recorded | 6a434d71ba73165dbb74381f | ### MedDiffuseMix Accuracy: 90.6. Result ID: 6a436497fbc373592c92be39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"EfficientNet-B4"}. This record does not assert independent reproduction. ### MedDiffuseMix Accuracy: 89.7. Result ID: 6a436497fbc373592c92be47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Swin-T"}. This record does not assert independent reproduction. ### MedDiffuseMix Accuracy: 89.5. Result ID: 6a436497fbc373592c92be32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121"}. This record does not assert independent reproduction. ### DBA Accuracy: 88.9. Result ID: 6a436497fbc373592c92be38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"EfficientNet-B4"}. This record does not assert independent reproduction. ### SaliencyMix Accuracy: 88.6. Result ID: 6a436497fbc373592c92be37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"EfficientNet-B4"}. This record does not assert independent reproduction. ### MedDiffuseMix Accuracy: 88.4. Result ID: 6a436497fbc373592c92be2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50"}. This record does not assert independent reproduction. ### GenMix Accuracy: 88.3. Result ID: 6a436497fbc373592c92be36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"EfficientNet-B4"}. This record does not assert independent reproduction. ### DBA Accuracy: 88.2. Result ID: 6a436497fbc373592c92be46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Swin-T"}. This record does not assert independent reproduction. ### DBA Accuracy: 88. Result ID: 6a436497fbc373592c92be31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121"}. This record does not assert independent reproduction. ### MedDiffuseMix Accuracy: 88. Result ID: 6a436497fbc373592c92be40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16"}. This record does not assert independent reproduction. ### SaliencyMix Accuracy: 87.9. Result ID: 6a436497fbc373592c92be45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Swin-T"}. This record does not assert independent reproduction. ### Mixup Accuracy: 87.8. Result ID: 6a436497fbc373592c92be35. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"EfficientNet-B4"}. This record does not assert independent reproduction. ### SaliencyMix Accuracy: 87.7. Result ID: 6a436497fbc373592c92be30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121"}. This record does not assert independent reproduction. ### GenMix Accuracy: 87.6. Result ID: 6a436497fbc373592c92be44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Swin-T"}. This record does not assert independent reproduction. ### GenMix Accuracy: 87.4. Result ID: 6a436497fbc373592c92be2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121"}. This record does not assert independent reproduction. ### Standard Aug Accuracy: 87.3. Result ID: 6a436497fbc373592c92be34. [Reporting paper]() Recorded evaluation configuration: {"Model":"EfficientNet-B4"}. This record does not assert independent reproduction. ### Mixup Accuracy: 87.2. Result ID: 6a436497fbc373592c92be43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Swin-T"}. This record does not assert independent reproduction. ### DBA Accuracy: 87. Result ID: 6a436497fbc373592c92be2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50"}. This record does not assert independent reproduction. ### Mixup Accuracy: 87. Result ID: 6a436497fbc373592c92be2e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"DenseNet-121"}. This record does not assert independent reproduction. ### SaliencyMix Accuracy: 86.7. Result ID: 6a436497fbc373592c92be29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50"}. This record does not assert independent reproduction. ### Standard Aug Accuracy: 86.7. Result ID: 6a436497fbc373592c92be42. [Reporting paper]() Recorded evaluation configuration: {"Model":"Swin-T"}. This record does not assert independent reproduction. ### DBA Accuracy: 86.6. Result ID: 6a436497fbc373592c92be3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16"}. This record does not assert independent reproduction. ### Standard Aug Accuracy: 86.5. Result ID: 6a436497fbc373592c92be2d. [Reporting paper]() Recorded evaluation configuration: {"Model":"DenseNet-121"}. This record does not assert independent reproduction. ### No Aug Accuracy: 86.5. Result ID: 6a436497fbc373592c92be33. [Reporting paper]() Recorded evaluation configuration: {"Model":"EfficientNet-B4"}. This record does not assert independent reproduction. ### GenMix Accuracy: 86.4. Result ID: 6a436497fbc373592c92be28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50"}. This record does not assert independent reproduction. ### SaliencyMix Accuracy: 86.3. Result ID: 6a436497fbc373592c92be3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16"}. This record does not assert independent reproduction. ### GenMix Accuracy: 86. Result ID: 6a436497fbc373592c92be3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16"}. This record does not assert independent reproduction. ### Mixup Accuracy: 85.9. Result ID: 6a436497fbc373592c92be27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet-50"}. This record does not assert independent reproduction. ### No Aug Accuracy: 85.9. Result ID: 6a436497fbc373592c92be41. [Reporting paper]() Recorded evaluation configuration: {"Model":"Swin-T"}. This record does not assert independent reproduction. ### No Aug Accuracy: 85.8. Result ID: 6a436497fbc373592c92be2c. [Reporting paper]() Recorded evaluation configuration: {"Model":"DenseNet-121"}. This record does not assert independent reproduction. ### Mixup Accuracy: 85.6. Result ID: 6a436497fbc373592c92be3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ViT-B/16"}. This record does not assert independent reproduction. ### Standard Aug Accuracy: 85.3. Result ID: 6a436497fbc373592c92be26. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet-50"}. This record does not assert independent reproduction. ### Standard Aug Accuracy: 85. Result ID: 6a436497fbc373592c92be3b. [Reporting paper]() Recorded evaluation configuration: {"Model":"ViT-B/16"}. This record does not assert independent reproduction. ### No Aug Accuracy: 84.6. Result ID: 6a436497fbc373592c92be25. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet-50"}. This record does not assert independent reproduction. ### No Aug Accuracy: 84.2. Result ID: 6a436497fbc373592c92be3a. [Reporting paper]() Recorded evaluation configuration: {"Model":"ViT-B/16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.