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Histology ROI Trainer

Annotate. Train. Segment.

A web-based platform for histology image annotation, deep learning model training, and automated segmentation inference.

🎨Annotate

Draw polygons and brush strokes to label regions of interest

  • • Polygon & brush tools
  • • Pan/zoom navigation
  • • Custom ROI classes
  • • Auto-save annotations

🧠Train

Train UNet models on your annotated datasets

  • • UNet, ResNet34, EfficientNet
  • • Data augmentation
  • • Real-time progress
  • • GPU-accelerated

🔬Inference

Run trained models on new images

  • • Batch processing
  • • Mask visualization
  • • Export results
  • • Download ZIP