# Medical Image Classification on MedMNIST OrganS (test) Source: [Medical Image Classification on MedMNIST OrganS (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:30.057Z Evaluation of Medical Image Classification performance on the test split of the OrganS subset of the MedMNIST dataset, reporting standard 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 OrganS (test) | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MedNNST10 | 82.4 | Not recorded | 68fa783c1e209131cea775c6 | | DenseNet121 | 82.1 | Not recorded | 68fa783c1e209131cea775c6 | | MedNNST5 | 82.1 | Not recorded | 68fa783c1e209131cea775c6 | | NASNet | 81.9 | Not recorded | 68fa783c1e209131cea775c6 | | MedNNST1 | 81.8 | Not recorded | 68fa783c1e209131cea775c6 | | EfficientNetB0 | 81.2 | Not recorded | 68fa783c1e209131cea775c6 | | EfficientNetB4 | 81.1 | Not recorded | 68fa783c1e209131cea775c6 | | ResNet50 | 81.1 | Not recorded | 68fa783c1e209131cea775c6 | | ProxylessNAS | 81.1 | Not recorded | 68fa783c1e209131cea775c6 | | HardcoreNAS | 80.9 | Not recorded | 68fa783c1e209131cea775c6 | | PNASNet | 80.8 | Not recorded | 68fa783c1e209131cea775c6 | | ResNet18 | 80.6 | Not recorded | 68fa783c1e209131cea775c6 | | MedNNST5 | 80.6 | Not recorded | 68fa783c1e209131cea775c6 | | MedNNST10 | 80.6 | Not recorded | 68fa783c1e209131cea775c6 | | OFA | 80.1 | Not recorded | 68fa783c1e209131cea775c6 | | DenseNet121 | 79.8 | Not recorded | 68fa783c1e209131cea775c6 | | MNASNet | 79.8 | Not recorded | 68fa783c1e209131cea775c6 | | MedNNST1 | 79.4 | Not recorded | 68fa783c1e209131cea775c6 | | ProxylessNAS | 78.3 | Not recorded | 68fa783c1e209131cea775c6 | | EfficientNetB0 | 78.1 | Not recorded | 68fa783c1e209131cea775c6 | | NASNet | 77.6 | Not recorded | 68fa783c1e209131cea775c6 | | MobileNetV3 | 76 | Not recorded | 68fa783c1e209131cea775c6 | | PNASNet | 75.8 | Not recorded | 68fa783c1e209131cea775c6 | | EfficientNetB4 | 74.5 | Not recorded | 68fa783c1e209131cea775c6 | | HardcoreNAS | 71.5 | Not recorded | 68fa783c1e209131cea775c6 | | MobileNetV3 | 71.3 | Not recorded | 68fa783c1e209131cea775c6 | | MNASNet | 70.4 | Not recorded | 68fa783c1e209131cea775c6 | | ResNet50 | 68.8 | Not recorded | 68fa783c1e209131cea775c6 | | ResNet18 | 66.5 | Not recorded | 68fa783c1e209131cea775c6 | | OFA | 66.4 | Not recorded | 68fa783c1e209131cea775c6 | ### MedNNST10 Accuracy: 82.4. Result ID: 699581733badfaffe6799531. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### DenseNet121 Accuracy: 82.1. Result ID: 699581733badfaffe679951f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### MedNNST5 Accuracy: 82.1. Result ID: 699581733badfaffe679952f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### NASNet Accuracy: 81.9. Result ID: 699581733badfaffe6799525. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### MedNNST1 Accuracy: 81.8. Result ID: 699581733badfaffe679952d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### EfficientNetB0 Accuracy: 81.2. Result ID: 699581733badfaffe6799517. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### EfficientNetB4 Accuracy: 81.1. Result ID: 699581733badfaffe6799519. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### ResNet50 Accuracy: 81.1. Result ID: 699581733badfaffe679951d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### ProxylessNAS Accuracy: 81.1. Result ID: 699581733badfaffe6799521. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### HardcoreNAS Accuracy: 80.9. Result ID: 699581733badfaffe6799529. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### PNASNet Accuracy: 80.8. Result ID: 699581733badfaffe6799527. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### ResNet18 Accuracy: 80.6. Result ID: 699581733badfaffe679951b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### MedNNST5 Accuracy: 80.6. Result ID: 699581733badfaffe679952e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### MedNNST10 Accuracy: 80.6. Result ID: 699581733badfaffe6799530. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### OFA Accuracy: 80.1. Result ID: 699581733badfaffe679952b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### DenseNet121 Accuracy: 79.8. Result ID: 699581733badfaffe679951e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### MNASNet Accuracy: 79.8. Result ID: 699581733badfaffe6799523. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### MedNNST1 Accuracy: 79.4. Result ID: 699581733badfaffe679952c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### ProxylessNAS Accuracy: 78.3. Result ID: 699581733badfaffe6799520. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### EfficientNetB0 Accuracy: 78.1. Result ID: 699581733badfaffe6799516. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### NASNet Accuracy: 77.6. Result ID: 699581733badfaffe6799524. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### MobileNetV3 Accuracy: 76. Result ID: 699581733badfaffe6799515. [Reporting paper]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### PNASNet Accuracy: 75.8. Result ID: 699581733badfaffe6799526. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### EfficientNetB4 Accuracy: 74.5. Result ID: 699581733badfaffe6799518. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### HardcoreNAS Accuracy: 71.5. Result ID: 699581733badfaffe6799528. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### MobileNetV3 Accuracy: 71.3. Result ID: 699581733badfaffe6799514. [Reporting paper]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### MNASNet Accuracy: 70.4. Result ID: 699581733badfaffe6799522. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### ResNet50 Accuracy: 68.8. Result ID: 699581733badfaffe679951c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### ResNet18 Accuracy: 66.5. Result ID: 699581733badfaffe679951a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### OFA Accuracy: 66.4. Result ID: 699581733badfaffe679952a. [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.