pengyizhang / miadeepssl Goto Github PK
View Code? Open in Web Editor NEWThis page is for A Survey on Deep Learning of Small Sample in Biomedical Image Analysis.
Home Page: https://arxiv.org/abs/1908.00473
This page is for A Survey on Deep Learning of Small Sample in Biomedical Image Analysis.
Home Page: https://arxiv.org/abs/1908.00473
Dear @PengyiZhang ,
Thanks for sharing the great work.
Are there any benchmarks for SSL? e.g., baseline and specific SSL dataset.
Moreover, how do you define the small sample
in your title? in other words, how much data can be regarded as small sample
for a task? I guess it may depend on specific tasks. e.g. for liver ct segmentation, we can achieve test set Dice 90+ with only 20 training cases. More details can be found in CHAOS.
There are lots of public challenges here. In your opinion, which ones belong to SSL?
Anyway, we really need some benchmarks in SSL.
I'm looking forward to your reply.
Best,
Jun
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