Datasets
eva provides native support for several public datasets. When possible, the corresponding dataset classes facilitate automatic download to disk, if not possible, this documentation provides download instructions.
Vision Datasets Overview
Whole Slide (WSI) and microscopy image datasets
| Dataset | #Patches | Patch Size | Magnification (μm/px) | Task | Cancer Type |
|---|---|---|---|---|---|
| BACH | 400 | 2048x1536 | 20x (0.5) | Classification (4 classes) | Breast |
| CRC | 107,180 | 224x224 | 20x (0.5) | Classification (9 classes) | Colorectal |
| PatchCamelyon | 327,680 | 96x96 | 10x (1.0) * | Classification (2 classes) | Breast |
| MHIST | 3,152 | 224x224 | 5x (2.0) * | Classification (2 classes) | Colorectal Polyp |
* Downsampled from 40x (0.25 μm/px) to increase the field of view.
Radiology datasets
| Dataset | #Images | Image Size | Task | Download provided |
|---|---|---|---|---|
| TotalSegmentator | 1228 | ~300 x ~300 x ~350 * | Multilabel Classification (117 classes) | Yes |
* 3D images of varying sizes