Top Tweets for #SMILEJournalClub
#SMILEJournalClub In this week's journal club, we read paper "RadImageNet: An Open Radiologic Deep Learning Research Dataset for Effective Transfer Learning", where a radiologic images dataset is created for pertaining models in medical imaging applications.
Happy to have my first tweet also be my first #SMILEJournalClub, the last of the summer.
https://t.co/x9eQvEVsXZ
This week's paper is all about the UK Biobank imaging dataset, the worlds largest multi-modal imaging study.
Pretty cool paper. Coincidentally, it's somewhat relevant to what my group is working on right now. I wonder how the variance between models will be affected when some of the weights are kept the same, and if local recurrent processing would reduce it. #SMILEJournalClub
This paper, "Individual differences among deep neural network models", by Mehrer et al. explores how just random network initialization can largely affect individual network differences. https://t.co/1artvxbo0T #SMILEJournalClub
Today I read the paper "Individual differences among deep neural network models" which investigates using multiple networks as opposed to a single network and comparing internal representations among networks.
https://t.co/0FJ2eIIL5a
#SMILEJournalClub
Mehrer et al. provide important insight into how deep neural networks learn by showing how weight initialization directly affect higher-level data representations. This work supports ensemble learning for complementary information.
https://t.co/vYvD6AxyVT
#smilejournalclub
#SMILEJournalClub
Paper Link: https://t.co/pg7oeKHgnY
An interesting read for Journal Club this week. The paper explores the century-old debate of nature vs nurture in terms of AMD cause and progression as well as the use of genetics and imaging data for predicting AMD
This week's journal club is on combining traditional CNN with 52 SNPs and AMD severity to predict late progression of AMD. I wonder why don't they just use fundus images alone, since the model has lower average accuracy when both images and genotype were used? #SMILEJournalClub
Fun (?) read about how utilizing genetic information along with colour fundus images can provide an improvement over just colour fundus in the diagnosis of late age-related macular degeneration (AMD).
https://t.co/xGFkbmFhI7
#SMILEJournalClub
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