Image Data

Image Tasks¶

• Object Detection : Bounding box based : Faster and easier
• Image Segmentation / Semantic Segmentation : Pixel level classification : Slower and harder

Deep Learning based methods¶

1. UNets
2. Fully Convolutional Network
3. Mask RCNN
4. SegNet
5. R-CNN, Fast R-CNN, Faster R-CNN
6. SSD
7. Retina Net
8. Yolo

UNets¶

• https://lmb.informatik.uni-freiburg.de/people/ronneber/u-net/
• Up-Conv
• Crop & Copy

Performace Metrics¶

• Jaccard Similarity (Intersection Over Union)
• AU-PR curve, mAP (mean Average Precision)