Table C.9.
Key characteristics of all submitted algorithms. The winning team names are in bold. Colored circles in Awards represent first (gold), second (silver) and third (bronze) prizes a team has won in the challenge. Abbreviations: false positive (FP), extraction of brain mask (brain extract), resolution (res), binary (bin) or multiclass (mul) segmentation (seg), localization and extraction of custom ROI (ROI crop), Cross-Entropy (CE), intersection over union (IoU), centerline-boundary Dice (cb-Dice), binary topological interaction (BTI), skeleton recall (SkelRecall), region growing (grow).
| Team | Awards | Input requiring paired modalities | Training using both modalities | Additional data used | 3D data used | Data augmentation | CoW ROI used | # Stages | Multi-stage | Architectures | Loss function | Ensemble | Topological components |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2i_mtl | ✓ | ✓ | provided | 2 | seg + reduce FP | AttentionUNet; Autoencoder | Dice + focal; MSE | ||||||
| agaldran | ✓ | ✓ | 1 | DynUNet | CE | ✓ | |||||||
| EURECOM | ✓ | provided | 2 | brain extract + seg | SynthSeg; A2V | Dice + CE | |||||||
| gbCoW | ✓ | 1 | nnUNet | Dice + CE | ✓ | ||||||||
| gl | ✓ | ✓ | custom | 3 | ROI crop + bin seg + mul seg | MedNexT/UX-Net | Dice + CE | ✓ | |||||
| IWantToGoToCanada | ✓ | ✓ | 2 | bin seg + mul seg | nnUNet; Swin-UNETR | Dice + CE; Dice + Focal | ✓ | ||||||
| junqiangchen | ✓ | ✓ | custom | 2 | ROI crop + seg | VNet3D | Dice + CE | ||||||
| lWM | ✓ | ✓ | 1 | ResUNet | Dice + Focal | ||||||||
| NexToU |
|
✓ | ✓ | 2 | low-res bin seg + full-res seg | nnUNet; NexToU | Dice + CE + cb-Dice + BTI | ✓ | cb-Dice, BTI | ||||
| NIC-VICOROB-1 |
|
✓ | ✓ | 1 – 2 | bin seg + mul seg | nnUNet | Dice + CE | ✓ | |||||
| NIC-VICOROB-2 | provided | 1 – 2 | bin seg + mul seg | AttentionUNet | Focal | ||||||||
| Organizers |
|
✓ | ✓ | ✓ | custom | 2 | ROI crop + seg | nnDetection; nnUNet | CE + IoU; Dice + CE | ✓ | |||
| refrain |
|
✓ | ✓ | custom | 2 | ROI crop + seg | nnUNet | Dice | |||||
| sjtu_eiee_2-426lab |
|
✓ | ✓ | custom | 2 | ROI crop + seg | nnUNet | Dice + CE | |||||
| UB-VTL | ✓ | provided | 1 | Brave-Net | clDice | clDice | |||||||
| UW |
|
✓ | ✓ | 1 | nnUNet | Dice + CE + TopK | ✓ | ||||||
| WilliWillsWissen |
|
✓ | ✓ | ✓ | 1 | nnUNet | Dice + CE + clDice + SkelRecall | ✓ | clDice, skeleton recall | ||||
| ysato | ✓ | 2 | threshold + grow |