Currently

• Tutorials
  • Covid-19 CT Scan Segmentation
  • Covid-19 CT Scan Classification
  • BraTS (Brain Tumor Segmentation) 3D Segmentation
  • BTCV Abdomen 3D Segmentation
  • Spleen Segmentation
• Models
  • UNETR
  • 3D-TransUnet
  • MediCLIP
  • VISTA
  • MedSAM | MedSAM-V2 | SAM-Med-3D
  • 3D ImageNet (Classification + Segmentation-UNet)
    • DenseNet
    • EfficientNet
    • ConvNeXt
    • SegResNet
    • ResNet-V2
• Utility
  • MASI
  • Gradient Checkpointing
  • Sliding Window Inference for ONNX runtime

Backend Compatibility

• TensorFlow backend support.
• Torch backend support.
• Jax backend support.

Device Compatibility

• Multi-GPU support.
• TPU-V3 support.

2025.04.15

• Callback
  • SlidingWindowInferenceCallback
• Inference
  • SlidingWindowInference

2025.03.20

• Model
  • Swin Transformer: 3D Classification Model.
• Transformation
  • RandRotate90
  • RandSpatialCrop
  • Resize
  • RandShiftIntensity
  • NormalizeIntensity
  • TensorBundle
• Metrics
  • SparseDiceMetric
• Losses
  • BinaryDiceCELoss
  • CategoricalDiceCELoss
  • SparseDiceCELoss
  • SparseDiceLoss

2025.02.25

• Model
  • SwinUNETR: 3D Segmentation Model.
• Transformation
  • RandCropByPosNegLabel
  • CropForeground
  • Spacing
  • SignalFillEmpty
  • Orientation
  • RandFlip
• Metrics
  • BinaryDiceMetric
  • CategoricalDiceMetric
• Losses
  • BinaryDiceLoss
  • CategoricalDiceLoss