Computer Vision

Segmentations

• semantic segmentation

• instance segmentation

• panoptic segmentation (semantic segmentation + instance segmentation)

Deep network problems

• exploding gradient

• vanishing gradient

CNN

• convolutional neural network

• apply the same kernel everywhere, train to learn the weights of the kernel (kernel: matrix that is applied by dot product on current shift)

Common solution

• attention (machine learning)