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
Patch-level
| Dataset | #Patches | Patch Size | Magnification (μm/px) | Task | Tissue 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 |
| MoNuSAC | 294 | 113x81 - 1398x1956 | 40x (0.25) | Segmentation (4 classes) | Multi-Organ Cell Type (Breast, Kidney, Lung and Prostate) |
| CoNSeP | 41 | 1000x1000 | 40x (0.25) * | Segmentation (8 classes) | Colorectal Nuclear |
* Downsampled from 40x (0.25 μm/px) to increase the field of view.
Slide-level
| Dataset | #Slides | Slide Size | Magnification (μm/px) | Task | Cancer Type |
|---|---|---|---|---|---|
| Camelyon16 | 400 | ~100-250k x ~100-250k x 3 | 40x (0.25) | Classification (2 classes) | Breast |
| PANDA | 10,616 | ~20k x 20k x 3 | 20x (0.5) | Classification (6 classes) | Prostate |
Radiology datasets
| Dataset | #Images | Image Size | Task | Download provided |
|---|---|---|---|---|
| TotalSegmentator | 1228 | ~300 x ~300 x ~350 * | Semantic Segmentation (117 classes) | Yes |
| LiTS | 131 (58638) | ~300 x ~300 x ~350 * | Semantic Segmentation (2 classes) | No |
* 3D images of varying sizes