Source on BalancedBCEWithLogitsLoss
See original GitHub issueI was wondering if there is a paper or even just a description on the BalancedBCEWithLogitsLoss
?
Issue Analytics
- State:
- Created 2 years ago
- Comments:5 (2 by maintainers)
Top Results From Across the Web
BCEWithLogitsLoss — PyTorch 1.13 documentation
This loss combines a Sigmoid layer and the BCELoss in one single class. This version is more numerically stable than using a plain...
Read more >About weight in BCEWithLogitsLoss to handle imbalanced ...
The "weight" parameter in BCEWithLogitsLoss do the same effort (balance imbalance sample) as the one in CrossEntropLoss's, right?
Read more >Understanding pos_weight argument in BCEWithLogitsLoss
Obtaining the weights in this way results in a 'balanced' dataset where ideally you optimize for both precision and recall.
Read more >How to use class weights in loss function for imbalanced dataset
Hello guys! I have an imbalanced dataset and I need to use class weights in the loss function. What is the correct way...
Read more >[Class Imbalance]->Weighted Binary Cross Entropy - Kaggle
This way, we will be balancing the contribution of positive and negative ... This Notebook has been released under the Apache 2.0 open...
Read more >Top Related Medium Post
No results found
Top Related StackOverflow Question
No results found
Troubleshoot Live Code
Lightrun enables developers to add logs, metrics and snapshots to live code - no restarts or redeploys required.
Start FreeTop Related Reddit Thread
No results found
Top Related Hackernoon Post
No results found
Top Related Tweet
No results found
Top Related Dev.to Post
No results found
Top Related Hashnode Post
No results found
Top GitHub Comments
The gamma is a my addition to this loss, when gamma=1, it’s equal to vanilla BBCE as in Formula 2. Values >1 decay the balancing weights. E.g if gamma = 2, and positives fraction is 0.25 and negatives is 0.75, corresponding weights will be 0.25^2 and 0.75^ accordingly.
Hi! Indeed, there are. See https://arxiv.org/pdf/1504.06375.pdf formula 2. Will update the code for the future release with proper docs.