Data Science

Learning Day 71: Image captioning

Image captioning

• Vision → Language

Learning Day 70: 3D U-Net with 3D convolution layers, V-Net, DenseNet, FC-DenseNet

Learning Day 69: Image segmentation for biomedical applications — U-Net

U-Net

Learning Day 68: Semantic segmentation 2 — DeepLab, atrous/dilated convolution

Background

Learning Day 67: Semantic segmentation 1 — FCN; Deconvolution

Image segmentation

Learning Day 66: Object detection 5 — YOLO v1, v2 and v3

YOLO v1 (You Only Look Once)

Learning Day 65: Object detection 4 — R-FCN

Past models

R-CNN

Learning Day 64: Object detection 3 — Fast R-CNN and Faster R-CNN

Fast R-CNN

Learning Day 63: Object detection 2— SPP-Net

SPP-Net

• Improve on the drawbacks of R-CNN: slow…

Learning Day 62: Object detection — R-CNN

Object detection

• Detect an object + identify what…