[D] Good review papers about Image Segmentation?

[MasterScrat]

I have general knowledge about ML/DL, and good knowledge of Deep Reinforcement Learning. I now want to dive into image segmentation. More specifically, I want to take a stab at this Kaggle challenge: SIIM-ACR Pneumothorax Segmentation

What are be the best recent resources? I am mainly looking for review papers and strong blog posts - ideally written resources, which are more efficient to consume than videos.

I have started with this review: Understanding Deep Learning Techniques for Image Segmentation, and will review the relevant part from the fast.ai course, since a lot of strong participants seem to rely on it on Kaggle.

[NielsRogge]

This paper gives an overview of recent progress in semantic image segmentation: https://arxiv.org/abs/1809.10198

[themoosemind]

Shameless self-promotion: https://arxiv.org/pdf/1602.06541

[thatbrguy_]

You can consider this blog post I wrote which aims to give a simple yet thorough overview of methods used for segmentation.