# Medical Image Classification on MedMNIST Breast (test) Source: [Medical Image Classification on MedMNIST Breast (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:35.739Z Evaluation of Medical Image Classification performance on the test split of the Breast subset within the MedMNIST collection, reporting 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) | MedMNIST Breast (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 36 of 36 | | 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. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | UMed-LVLM | 92.8 | Not recorded | 68fa79081e209131cea7bcac | | MedNNST1 | 92.3 | Not recorded | 68fa783c1e209131cea775c6 | | MedNNST5 | 92.3 | Not recorded | 68fa783c1e209131cea775c6 | | MedNNST10 | 92.3 | Not recorded | 68fa783c1e209131cea775c6 | | PMC-CLIP | 91.4 | Not recorded | 68fa79081e209131cea7bcac | | NASNet | 90.4 | Not recorded | 68fa783c1e209131cea775c6 | | MedNNST10 | 90.4 | Not recorded | 68fa783c1e209131cea775c6 | | MedVInT | 90.4 | Not recorded | 68fa79081e209131cea7bcac | | ResNet18 | 89.7 | Not recorded | 68fa783c1e209131cea775c6 | | ProxylessNAS | 89.7 | Not recorded | 68fa783c1e209131cea775c6 | | OFA | 89.3 | Not recorded | 68fa783c1e209131cea775c6 | | ResNet50 | 89.1 | Not recorded | 68fa783c1e209131cea775c6 | | DenseNet121 | 89.1 | Not recorded | 68fa783c1e209131cea775c6 | | MNASNet | 87.8 | Not recorded | 68fa783c1e209131cea775c6 | | SADAE | 87.8 | Not recorded | 68fa79081e209131cea7bcac | | EfficientNetB4 | 87.2 | Not recorded | 68fa783c1e209131cea775c6 | | PNASNet | 87.2 | Not recorded | 68fa783c1e209131cea775c6 | | MedNNST5 | 87.2 | Not recorded | 68fa783c1e209131cea775c6 | | MedNNST1 | 86.5 | Not recorded | 68fa783c1e209131cea775c6 | | MobileNetV3 | 85.9 | Not recorded | 68fa783c1e209131cea775c6 | | ResNet18 | 85.9 | Not recorded | 68fa783c1e209131cea775c6 | | DWT-CV | 85.7 | Not recorded | 68fa79081e209131cea7bcac | | HardcoreNAS | 85.3 | Not recorded | 68fa783c1e209131cea775c6 | | ProxylessNAS | 84.6 | Not recorded | 68fa783c1e209131cea775c6 | | ResNet50 | 84.2 | Not recorded | 68fa79081e209131cea7bcac | | OFA | 84.1 | Not recorded | 68fa783c1e209131cea775c6 | | EfficientNetB0 | 83.3 | Not recorded | 68fa783c1e209131cea775c6 | | NASNet | 83.3 | Not recorded | 68fa783c1e209131cea775c6 | | PNASNet | 82.7 | Not recorded | 68fa783c1e209131cea775c6 | | DenseNet121 | 82 | Not recorded | 68fa783c1e209131cea775c6 | | ResNet50 | 79.5 | Not recorded | 68fa783c1e209131cea775c6 | | HardcoreNAS | 79.5 | Not recorded | 68fa783c1e209131cea775c6 | | MNASNet | 78.8 | Not recorded | 68fa783c1e209131cea775c6 | | EfficientNetB0 | 77.6 | Not recorded | 68fa783c1e209131cea775c6 | | MobileNetV3 | 73.7 | Not recorded | 68fa783c1e209131cea775c6 | | EfficientNetB4 | 73.7 | Not recorded | 68fa783c1e209131cea775c6 | ### UMed-LVLM Accuracy: 92.8. Result ID: 6995bcee3badfaffe6bec4a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"zero-shot generalization":true}. This record does not assert independent reproduction. ### MedNNST1 Accuracy: 92.3. Result ID: 699581733badfaffe67995a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### MedNNST5 Accuracy: 92.3. Result ID: 699581733badfaffe67995a7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### MedNNST10 Accuracy: 92.3. Result ID: 699581733badfaffe67995a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### PMC-CLIP Accuracy: 91.4. Result ID: 6995bcee3badfaffe6bec4a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NASNet Accuracy: 90.4. Result ID: 699581733badfaffe679959d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### MedNNST10 Accuracy: 90.4. Result ID: 699581733badfaffe67995a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### MedVInT Accuracy: 90.4. Result ID: 6995bcee3badfaffe6bec4a7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet18 Accuracy: 89.7. Result ID: 699581733badfaffe6799593. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### ProxylessNAS Accuracy: 89.7. Result ID: 699581733badfaffe6799599. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### OFA Accuracy: 89.3. Result ID: 699581733badfaffe67995a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### ResNet50 Accuracy: 89.1. Result ID: 699581733badfaffe6799595. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### DenseNet121 Accuracy: 89.1. Result ID: 699581733badfaffe6799597. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### MNASNet Accuracy: 87.8. Result ID: 699581733badfaffe679959b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### SADAE Accuracy: 87.8. Result ID: 6995bcee3badfaffe6bec4a5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EfficientNetB4 Accuracy: 87.2. Result ID: 699581733badfaffe6799591. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### PNASNet Accuracy: 87.2. Result ID: 699581733badfaffe679959f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### MedNNST5 Accuracy: 87.2. Result ID: 699581733badfaffe67995a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### MedNNST1 Accuracy: 86.5. Result ID: 699581733badfaffe67995a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### MobileNetV3 Accuracy: 85.9. Result ID: 699581733badfaffe679958d. [Reporting paper]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### ResNet18 Accuracy: 85.9. Result ID: 699581733badfaffe6799592. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### DWT-CV Accuracy: 85.7. Result ID: 6995bcee3badfaffe6bec4a4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HardcoreNAS Accuracy: 85.3. Result ID: 699581733badfaffe67995a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### ProxylessNAS Accuracy: 84.6. Result ID: 699581733badfaffe6799598. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### ResNet50 Accuracy: 84.2. Result ID: 6995bcee3badfaffe6bec4a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OFA Accuracy: 84.1. Result ID: 699581733badfaffe67995a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### EfficientNetB0 Accuracy: 83.3. Result ID: 699581733badfaffe679958f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### NASNet Accuracy: 83.3. Result ID: 699581733badfaffe679959c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### PNASNet Accuracy: 82.7. Result ID: 699581733badfaffe679959e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### DenseNet121 Accuracy: 82. Result ID: 699581733badfaffe6799596. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### ResNet50 Accuracy: 79.5. Result ID: 699581733badfaffe6799594. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### HardcoreNAS Accuracy: 79.5. Result ID: 699581733badfaffe67995a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### MNASNet Accuracy: 78.8. Result ID: 699581733badfaffe679959a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### EfficientNetB0 Accuracy: 77.6. Result ID: 699581733badfaffe679958e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### MobileNetV3 Accuracy: 73.7. Result ID: 699581733badfaffe679958c. [Reporting paper]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### EfficientNetB4 Accuracy: 73.7. Result ID: 699581733badfaffe6799590. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.