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¶
- UNets
- Fully Convolutional Network
- Mask RCNN
- SegNet
- R-CNN, Fast R-CNN, Faster R-CNN
- SSD
- Retina Net
- 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)