Cell Classification on Multiplexed Brain Image Dataset Set I (10-fold cross-validation)
95.47Average AccuracyDAMA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DAMAEpochs=500, Training Time=5h, Pre-training strategy=Pretrained on Set I2022.05 | 95.47 | 4.53 | |
| CellCapsPre-training strategy=Supervised2022.05 | 95.32 | 4.68 | |
| DAMA-randEpochs=500, Training Time=3h, Pre-training strategy=Pretrained on Set I2022.05 | 94.76 | 5.24 | |
| MAEEpochs=800, Training Time=4h, Pre-training strategy=Pretrained on Set I2022.05 | 94.54 | 5.46 | |
| ViT. Random initializedPre-training strategy=Randomly initialized2022.05 | 91.98 | 8.02 | |
| MoCo-v3Epochs=500, Training Time=6h, Pre-training strategy=Pretrained on Set I2022.05 | 91.75 | 8.25 | |
| Data2vecEpochs=800, Training Time=4h, Pre-training strategy=Pretrained on Set I2022.05 | 91.59 | 8.41 |