Segmentation

• Segmentation.

  • Approcci classici. Conditional Random Fields. slides.
  • Approcci Neurali. Semantic Segmentation. Instance Segmentation. slides.
  • Notebook di accompagnamento.

Riferimenti bibliografici

• [Sze11], Ch. 5
• [Davies18], Ch.11
• [Gon18], Ch.10

Link utili

• An Introduction to Conditional Random Fields

• Structured Learning and Prediction in Computer Vision

• An experimental Comparison of Min-cut/Max Flow algorithms for Energy Minimization in Vision

• Efficient Inference in Fully Connected CRFs with Gaussian Edge Potentials (with Supplemental Material)

• Conditional Random Fields explained

• Introduction to Conditional Random Fields

• A simple guide to semantic Segmentation and A 2019 guide to semantic segmentation

• Fully Convolutional Networks for Semantic Segmentation

• Review - FCN

• Upsampling with Transposed Convolution; Transposed Convolution demystified; Transposed convolutions explained with Excel

• Deconvolution and checkerboard artifacts

• Learning Deconvolution Network for Semantic Segmentation

• SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation]

• U-Net: Convolutional Networks for Biomedical Image Segmentation

• The One Hundred Layers Tiramisu

• Pyramid scene parsing Networks

• DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs

• Multiscale Context aggregation by dilated convolutions

• Rethinking Atrous Convolution for Semantic Image Segmentation

• Review: DeepLabv2 e DeepLabv3

• Speeding up Semantic segmentation for autonomous driving

• ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation

• ICNet for Real-Time Semantic Segmentation on High-Resolution Images

• Fast-SCNN: Fast Semantic Segmentation Network

• DFANet: Deep Feature Aggregation for Real-Time Semantic Segmentation

• Mask R-CNN

• Image Segmentation with Mask R-CNN

• Fully Convolutional Instance-aware Semantic Segmentation

• YOLACT and YOLOACT++

• Pantropic Segmentation