receptive field

[nnop]

• A guide to receptive field arithmetic for Convolutional Neural Networks
• Automatically Compute Receptive Field in CNN
• 【深度学习】一张图看懂Receptive Field

[nnop]

• Gradient based receptive field estimation
• Tensorflow receptive field
• Recptive field calculator

[nnop]

papers

• Understanding the Effective Receptive Field in Deep Convolutional Neural Networks
  • NIPS page
  • blog: 1, 2
• Structured Receptive Fields in CNNs
• Receptive Field Block Net for Accurate and Fast Object Detection
• Enlarging Effective Receptive Field of Convolutional Neural Networks for Better Semantic Segmentation
• Dilated Residual Networks
• Bolei Zhou's works

[nnop]

coordinates mapping between blobs

caffe issues

• Should pooling regions be identical to convolution regions? # 1318
• Augment layers with their induced coordinate maps # 1637
  • Augment layers with their induced coordinate maps # 1975
    • Python/net spec coordinate map and crop computation # 3613
  • Crop layer for automatically aligning computations # 1639
    • Crop layer for automatically aligning computations # 1976
      • ND Crop layer # 3570

Kaiming's lecture at ICCV 2015 tutorial: