Name
Title | ||
|---|---|---|
MedMNIST Classification Decathlon: A Lightweight AutoML Benchmark for Medical Image Analysis |
Abstract | ||
|---|---|---|
We present MedMNIST, a collection of 10 pre-processed medical open datasets. MedMNIST is standardized to perform classification tasks on lightweight 28 $\times$ 28 images, which requires no background knowledge. Covering the primary data modalities in medical image analysis, it is diverse on data scale (from 100 to 100,000) and tasks (binary/multi-class, ordinal regression and multi-label). MedMNI... |
Year | DOI | Venue |
|---|---|---|
2021 | 10.1109/ISBI48211.2021.9434062 | 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI) |
Keywords | DocType | ISSN |
Machine learning algorithms,Machine learning,Benchmark testing,Tools,Rapid prototyping,Classification algorithms,Task analysis | Conference | 1945-7928 |
ISBN | Citations | PageRank |
978-1-6654-1246-9 | 4 | 0.43 |
References | Authors | |
0 | 3 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Jiancheng Yang | 1 | 20 | 6.74 |
| Rui Shi | 2 | 4 | 0.77 |
| Bingbing Ni | 3 | 1421 | 82.90 |