# Medical Image Classification on Camelyon17 OOD WILDS (test) Source: [Medical Image Classification on Camelyon17 OOD WILDS (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:35:13.955Z Evaluation of Medical Image Classification performance on the test split of the Camelyon17 OOD WILDS dataset, reporting Average 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 | Medical Image Classification | | Dataset (including any stated split) | Camelyon17 OOD WILDS (test) | | Metric | Average Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average Accuracy | Result date | Report paper | | --- | --- | --- | --- | | self-supervised Vision Transformer | 95.44 | Not recorded | 68fa73e91e209131cea5ed95 | | ContriMix | 94.6 | Not recorded | 68fa73e91e209131cea5ed95 | | MBDG | 93.3 | Not recorded | 68fa73e91e209131cea5ed95 | | ERM with targeted augmentation | 92.1 | Not recorded | 68fa73e91e209131cea5ed95 | | LISA | 77.1 | Not recorded | 68fa73e91e209131cea5ed95 | | FISH + SDG | 76.2 | Not recorded | 68fa70701e209131cea4aff2 | | CORAL + SDG | 75.2 | Not recorded | 68fa70701e209131cea4aff2 | | FISH | 74.7 | Not recorded | 68fa70701e209131cea4aff2 | | CORAL + AND-MASK | 70.8 | Not recorded | 68fa70701e209131cea4aff2 | | ERM | 70.8 | Not recorded | 68fa73e91e209131cea5ed95 | | ERM | 70.3 | Not recorded | 68fa70701e209131cea4aff2 | | CORAL + SAND-MASK | 64.7 | Not recorded | 68fa70701e209131cea4aff2 | | CORAL | 59.5 | Not recorded | 68fa70701e209131cea4aff2 | ### self-supervised Vision Transformer Average Accuracy: 95.44. Result ID: 699325d53a6c314849140c7c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Classifier":"DenseNet-121"}. This record does not assert independent reproduction. ### ContriMix Average Accuracy: 94.6. Result ID: 699325d53a6c314849140c7b. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"DenseNet-121"}. This record does not assert independent reproduction. ### MBDG Average Accuracy: 93.3. Result ID: 699325d53a6c314849140c7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"DenseNet-121"}. This record does not assert independent reproduction. ### ERM with targeted augmentation Average Accuracy: 92.1. Result ID: 699325d53a6c314849140c79. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"DenseNet-121"}. This record does not assert independent reproduction. ### LISA Average Accuracy: 77.1. Result ID: 699325d53a6c314849140c78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"DenseNet-121"}. This record does not assert independent reproduction. ### FISH + SDG Average Accuracy: 76.2. Result ID: 69911cc63a6c31484905c85f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Algorithm":"FISH","Optimization":"SDG"}. This record does not assert independent reproduction. ### CORAL + SDG Average Accuracy: 75.2. Result ID: 69911cc63a6c31484905c85d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Algorithm":"CORAL","Optimization":"SDG"}. This record does not assert independent reproduction. ### FISH Average Accuracy: 74.7. Result ID: 69911cc63a6c31484905c85e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Algorithm":"FISH","Optimization":"Standard"}. This record does not assert independent reproduction. ### CORAL + AND-MASK Average Accuracy: 70.8. Result ID: 69911cc63a6c31484905c85b. [Reporting paper]() Recorded evaluation configuration: {"Base Algorithm":"CORAL","Optimization":"AND-MASK"}. This record does not assert independent reproduction. ### ERM Average Accuracy: 70.8. Result ID: 699325d53a6c314849140c77. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Classifier":"DenseNet-121"}. This record does not assert independent reproduction. ### ERM Average Accuracy: 70.3. Result ID: 69911cc63a6c31484905c860. [Reporting paper]() Recorded evaluation configuration: {"Base Algorithm":"ERM"}. This record does not assert independent reproduction. ### CORAL + SAND-MASK Average Accuracy: 64.7. Result ID: 69911cc63a6c31484905c85c. [Reporting paper]() Recorded evaluation configuration: {"Base Algorithm":"CORAL","Optimization":"SAND-MASK"}. This record does not assert independent reproduction. ### CORAL Average Accuracy: 59.5. Result ID: 69911cc63a6c31484905c85a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Algorithm":"CORAL","Optimization":"Standard"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.