Instance Segmentation on 7-channel brain cell dataset (val)
67.3Mask mAPDAMA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DAMABackbone=ViT, Pre-training epochs=1000, Framework=Mask R-CNN2022.05 | 67.3 | 91.3 | 77 | |
| DAMABackbone=ViT, Pre-training epochs=500, Framework=Mask R-CNN2022.05 | 67.2 | 91.1 | 77 | |
| MAEBackbone=ViT, Pre-training epochs=1600, Framework=Mask R-CNN2022.05 | 67.1 | 91.4 | 76.9 | |
| SimMIM-SwinBackbone=Swin, Pre-training epochs=800, Framework=Mask R-CNN2022.05 | 67 | 91.2 | 77 | |
| SimMIM-ViTBackbone=ViT, Pre-training epochs=800, Framework=Mask R-CNN2022.05 | 66.9 | 91.1 | 76.1 | |
| ViTBackbone=ViT, Pre-training=random initialized, Framework=Mask R-CNN2022.05 | 66.7 | 90.9 | 76.1 | |
| MoCo-v3Backbone=ViT, Pre-training epochs=1000, Framework=Mask R-CNN2022.05 | 66.5 | 91 | 75.9 | |
| SwinBackbone=Swin, Pre-training=random initialized, Framework=Mask R-CNN2022.05 | 66.3 | 90.5 | 76 | |
| MAEBackbone=ViT, Pre-training epochs=800, Framework=Mask R-CNN2022.05 | 66.3 | 90.1 | 76.3 | |
| MoCo-v3Backbone=ViT, Pre-training epochs=500, Framework=Mask R-CNN2022.05 | 66.1 | 90.8 | 75.2 |