Table 1 Schematic overview of the eight datasets used in this work including number and type of images, number of classes, and role in the transfer learning pipeline.
From: In-domain versus out-of-domain transfer learning in plankton image classification
Dataset | # Images | # Classes | Images type | Role |
|---|---|---|---|---|
ImageNet22K | 14,197,122 | 21,841 | Natural | Out-domain source |
ImageNet1K | 1,281,167 | 1000 | Natural | Out-domain source |
ZooScan98 | 1,400,000 | 98 | Plankton | In-domain source |
WHOI80 | 253,952 | 80 | Plankton | In-domain source |
Kaggle83 | 15, 962 | 83 | Plankton | In-domain source |
Kaggle38 | 14, 374 | 38 | Plankton | Target |
WHOI22 | 6600 | 22 | Plankton | Target |
ZooScan20 | 3771 | 20 | Plankton | Target |
