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Imbalanced Image Classification with Complement Cross Entropy #134

Open AkiraTOSEI opened 3 years ago

AkiraTOSEI commented 3 years ago

TL;DR

Proposed a loss function for unbalanced data. Proposed an entropy correction term that combines the inverse ratio of the samples with a coefficient term that increases the confidence of the correct class relative to the confidence of the incorrect answer for each sample, which in longtail CIFAR-10 outperforms the COT(the previous study). image

Why it matters:

Paper URL

https://arxiv.org/abs/2009.02189

Submission Dates(yyyy/mm/dd)

Authors and institutions

Yechan Kim, Younkwan Lee, Moongu Jeon

Methods

Results

Comments