# Image Classification on MedMNIST (DermalMNIST, TissueMNIST, BreastMNIST) Source: [Image Classification on MedMNIST (DermalMNIST, TissueMNIST, BreastMNIST)]() Collection index: [llms.txt]() Data updated: 2026-04-15T10:14:27.555Z Evaluation of Image Classification performance across the DermalMNIST, TissueMNIST, and BreastMNIST subsets of the MedMNIST collection. 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) | MedMNIST | | Metric | DermalMNIST Top-1 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 - [DermalMNIST Top-1 Accuracy](): Higher is better; unit: PERCENT. - [TissueMNIST Top-1 Accuracy](): Higher is better; unit: PERCENT. - [BreastMNIST Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | DermalMNIST Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | HypoExplore (Ours) | 82.1 | Not recorded | 69df1bca7d0172140ec7bc08 | | MedViTV2-L | 81.7 | Not recorded | 69df1bca7d0172140ec7bc08 | | PRADA | 81.3 | Not recorded | 69df1bca7d0172140ec7bc08 | | NQNN | 80.4 | Not recorded | 69df1bca7d0172140ec7bc08 | | MedNNS | 79.7 | Not recorded | 69df1bca7d0172140ec7bc08 | | MedFormer | 78.3 | Not recorded | 69df1bca7d0172140ec7bc08 | | MedViTV1-L | 77.3 | Not recorded | 69df1bca7d0172140ec7bc08 | | MedMamba-B | 75.7 | Not recorded | 69df1bca7d0172140ec7bc08 | | ResNet-18 | 75.4 | Not recorded | 69df1bca7d0172140ec7bc08 | | Swin | 75.3 | Not recorded | 69df1bca7d0172140ec7bc08 | | ViT | 73.9 | Not recorded | 69df1bca7d0172140ec7bc08 | | Med-LEGO | 73.9 | Not recorded | 69df1bca7d0172140ec7bc08 | | ResNet-50 | 73.1 | Not recorded | 69df1bca7d0172140ec7bc08 | ### HypoExplore (Ours) DermalMNIST Top-1 Accuracy: 82.1. Result ID: 69df64e947f34ce924c8b506. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MedViTV2-L DermalMNIST Top-1 Accuracy: 81.7. Result ID: 69df64e947f34ce924c8b505. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PRADA DermalMNIST Top-1 Accuracy: 81.3. Result ID: 69df64e947f34ce924c8b503. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NQNN DermalMNIST Top-1 Accuracy: 80.4. Result ID: 69df64e947f34ce924c8b501. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MedNNS DermalMNIST Top-1 Accuracy: 79.7. Result ID: 69df64e947f34ce924c8b504. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MedFormer DermalMNIST Top-1 Accuracy: 78.3. Result ID: 69df64e947f34ce924c8b500. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MedViTV1-L DermalMNIST Top-1 Accuracy: 77.3. Result ID: 69df64e947f34ce924c8b4fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MedMamba-B DermalMNIST Top-1 Accuracy: 75.7. Result ID: 69df64e947f34ce924c8b4ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet-18 DermalMNIST Top-1 Accuracy: 75.4. Result ID: 69df64e947f34ce924c8b4fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Swin DermalMNIST Top-1 Accuracy: 75.3. Result ID: 69df64e947f34ce924c8b4fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ViT DermalMNIST Top-1 Accuracy: 73.9. Result ID: 69df64e947f34ce924c8b4fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Med-LEGO DermalMNIST Top-1 Accuracy: 73.9. Result ID: 69df64e947f34ce924c8b502. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet-50 DermalMNIST Top-1 Accuracy: 73.1. Result ID: 69df64e947f34ce924c8b4fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.