# Medical Image Classification on MedMNIST Pneumonia (test) Source: [Medical Image Classification on MedMNIST Pneumonia (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:35.701Z Evaluation of Medical Image Classification performance on the test split of the MedMNIST Pneumonia dataset, 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 Pneumonia (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 | | --- | --- | --- | --- | | MedNNST5 | 96.2 | Not recorded | 68fa783c1e209131cea775c6 | | MedNNST10 | 96.2 | Not recorded | 68fa783c1e209131cea775c6 | | UMed-LVLM | 95.8 | Not recorded | 68fa79081e209131cea7bcac | | PMC-CLIP | 95.4 | Not recorded | 68fa79081e209131cea7bcac | | ResNet18 | 95.2 | Not recorded | 68fa783c1e209131cea775c6 | | DenseNet121 | 95.2 | Not recorded | 68fa783c1e209131cea775c6 | | NASNet | 94.9 | Not recorded | 68fa783c1e209131cea775c6 | | MedVInT | 94.9 | Not recorded | 68fa79081e209131cea7bcac | | PNASNet | 94.4 | Not recorded | 68fa783c1e209131cea775c6 | | MedNNST1 | 94.4 | Not recorded | 68fa783c1e209131cea775c6 | | ProxylessNAS | 94.1 | Not recorded | 68fa783c1e209131cea775c6 | | ResNet50 | 93.9 | Not recorded | 68fa783c1e209131cea775c6 | | OFA | 93.8 | Not recorded | 68fa783c1e209131cea775c6 | | MedNNST10 | 93.8 | Not recorded | 68fa783c1e209131cea775c6 | | DenseNet121 | 93.6 | Not recorded | 68fa783c1e209131cea775c6 | | MedNNST1 | 93.6 | Not recorded | 68fa783c1e209131cea775c6 | | MedNNST5 | 93.6 | Not recorded | 68fa783c1e209131cea775c6 | | MNASNet | 93.4 | Not recorded | 68fa783c1e209131cea775c6 | | ResNet18 | 93.1 | Not recorded | 68fa783c1e209131cea775c6 | | PNASNet | 93.1 | Not recorded | 68fa783c1e209131cea775c6 | | NASNet | 92.9 | Not recorded | 68fa783c1e209131cea775c6 | | MobileNetV3 | 92.8 | Not recorded | 68fa783c1e209131cea775c6 | | HardcoreNAS | 92.5 | Not recorded | 68fa783c1e209131cea775c6 | | EfficientNetB0 | 92.3 | Not recorded | 68fa783c1e209131cea775c6 | | OFA | 92.2 | Not recorded | 68fa783c1e209131cea775c6 | | EfficientNetB4 | 92 | Not recorded | 68fa783c1e209131cea775c6 | | SADAE | 91.8 | Not recorded | 68fa79081e209131cea7bcac | | ResNet50 | 91.3 | Not recorded | 68fa783c1e209131cea775c6 | | ProxylessNAS | 89.7 | Not recorded | 68fa783c1e209131cea775c6 | | DWT-CV | 88.7 | Not recorded | 68fa79081e209131cea7bcac | | MobileNetV3 | 88.5 | Not recorded | 68fa783c1e209131cea775c6 | | ResNet50 | 88.4 | Not recorded | 68fa79081e209131cea7bcac | | HardcoreNAS | 88.3 | Not recorded | 68fa783c1e209131cea775c6 | | MNASNet | 88 | Not recorded | 68fa783c1e209131cea775c6 | | EfficientNetB0 | 85.6 | Not recorded | 68fa783c1e209131cea775c6 | | EfficientNetB4 | 85.6 | Not recorded | 68fa783c1e209131cea775c6 | ### MedNNST5 Accuracy: 96.2. Result ID: 699581733badfaffe6799511. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### MedNNST10 Accuracy: 96.2. Result ID: 699581733badfaffe6799513. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### UMed-LVLM Accuracy: 95.8. Result ID: 6995bcee3badfaffe6bec4a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PMC-CLIP Accuracy: 95.4. Result ID: 6995bcee3badfaffe6bec4a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet18 Accuracy: 95.2. Result ID: 699581733badfaffe67994fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### DenseNet121 Accuracy: 95.2. Result ID: 699581733badfaffe6799501. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### NASNet Accuracy: 94.9. Result ID: 699581733badfaffe6799507. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### MedVInT Accuracy: 94.9. Result ID: 6995bcee3badfaffe6bec4a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PNASNet Accuracy: 94.4. Result ID: 699581733badfaffe6799509. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### MedNNST1 Accuracy: 94.4. Result ID: 699581733badfaffe679950f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### ProxylessNAS Accuracy: 94.1. Result ID: 699581733badfaffe6799503. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### ResNet50 Accuracy: 93.9. Result ID: 699581733badfaffe67994ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### OFA Accuracy: 93.8. Result ID: 699581733badfaffe679950d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### MedNNST10 Accuracy: 93.8. Result ID: 699581733badfaffe6799512. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### DenseNet121 Accuracy: 93.6. Result ID: 699581733badfaffe6799500. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### MedNNST1 Accuracy: 93.6. Result ID: 699581733badfaffe679950e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### MedNNST5 Accuracy: 93.6. Result ID: 699581733badfaffe6799510. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### MNASNet Accuracy: 93.4. Result ID: 699581733badfaffe6799505. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### ResNet18 Accuracy: 93.1. Result ID: 699581733badfaffe67994fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### PNASNet Accuracy: 93.1. Result ID: 699581733badfaffe6799508. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### NASNet Accuracy: 92.9. Result ID: 699581733badfaffe6799506. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### MobileNetV3 Accuracy: 92.8. Result ID: 699581733badfaffe67994f7. [Reporting paper]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### HardcoreNAS Accuracy: 92.5. Result ID: 699581733badfaffe679950b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### EfficientNetB0 Accuracy: 92.3. Result ID: 699581733badfaffe67994f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### OFA Accuracy: 92.2. Result ID: 699581733badfaffe679950c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### EfficientNetB4 Accuracy: 92. Result ID: 699581733badfaffe67994fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":100}. This record does not assert independent reproduction. ### SADAE Accuracy: 91.8. Result ID: 6995bcee3badfaffe6bec49f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet50 Accuracy: 91.3. Result ID: 699581733badfaffe67994fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### ProxylessNAS Accuracy: 89.7. Result ID: 699581733badfaffe6799502. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### DWT-CV Accuracy: 88.7. Result ID: 6995bcee3badfaffe6bec49e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MobileNetV3 Accuracy: 88.5. Result ID: 699581733badfaffe67994f6. [Reporting paper]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### ResNet50 Accuracy: 88.4. Result ID: 6995bcee3badfaffe6bec49d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HardcoreNAS Accuracy: 88.3. Result ID: 699581733badfaffe679950a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### MNASNet Accuracy: 88. Result ID: 699581733badfaffe6799504. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### EfficientNetB0 Accuracy: 85.6. Result ID: 699581733badfaffe67994f8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":10}. This record does not assert independent reproduction. ### EfficientNetB4 Accuracy: 85.6. Result ID: 699581733badfaffe67994fa. [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.