FractureMNIST3D

Dataset Information

The FractureMNIST3D is based on the RibFrac Dataset, containing around 5,000 rib fractures from 660 computed tomography 153 (CT) scans. The dataset organizes detected rib fractures into 4 clinical categories (i.e., buckle, nondisplaced, displaced, and segmental rib fractures). As we use low-resolution images, we disregard segmental rib fractures and classify 3 types of rib fractures (i.e., buckle, nondisplaced, and displaced). For each annotated fracture area, we calculate its center and resize the center-cropped 64mm×64mm×64mm image into 28×28×28. The official split of training, validation and test set is used.

Task: multi-class

Labels:

0: buckle rib fracture, 1: nondisplaced rib fracture, 2: displaced rib fracture

Samples:

• Train: 1027
• Validation: 103
• Test: 240

Experiment Parameter

Learning Rate: 1e-4

Training Epoch: 100

Convergence Epoch: 15