CytoImageNet
CytoImageNet: A large-scale pretraining dataset for bioimage transfer learning
ImagesCC0: Public DomainIntroduced 2021-11-23
CytoImageNet is a large-scale pretraining dataset of microscopy images (890K, 894 classes). In the paper, CytoImageNet pretraining yielded features competitive to and different from ImageNet pretrained features on downstream microscopy tasks.
- It was constructed from 40 openly available microscopy datasets.
- Weak labels (from experimental metadata) were assigned to each image in the dataset.
- Images are of varying sizes.
The primary purpose of the dataset is to be used for pretraining as a pretext task for learning useful bioimage representations. However, it may be used for validation or exploratory analysis.