Data

Tools

Indexes

Applications

Experiments

Open Source Science

https://github.com/chenliu-1996/adversarialfocalloss

Adversarial Focal Loss: Asking Your Discriminator for Hard Examples.

https://github.com/chenliu-1996/adversarialfocalloss

Science Score: 10.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ○
    codemeta.json file
  • ○
    .zenodo.json file
  • ○
    DOI references
  • ✓
    Academic publication links
    Links to: arxiv.org
  • ○
    Academic email domains
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (6.3%) to scientific vocabulary

Keywords

classification computer-vision deep-learning focal-loss keypoint-detection loss-function machine-learning
Last synced: 6 months ago · JSON representation

Repository

Adversarial Focal Loss: Asking Your Discriminator for Hard Examples.

Basic Info
Statistics
  • Stars: 5
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Topics
classification computer-vision deep-learning focal-loss keypoint-detection loss-function machine-learning
Created almost 4 years ago · Last pushed almost 3 years ago

https://github.com/ChenLiu-1996/AdversarialFocalLoss/blob/main/ 

# Adversarial Focal Loss: 
Asking Your Discriminator for Hard Examples
We proposed a generalizable adaptation of Focal Loss to keypoint detection leveraging difficulty scores from a discriminator.

Sorry for not being able to provide the code. The team and I conducted this research project while I was working full-time at GE Healthcare, and by the time I organized this repository I had already left the company for PhD. 

## Paper
Paper can be found [here](https://arxiv.org/pdf/2207.07739.pdf)

## Citation
```
@article{liu2022adversarial,
  title={Adversarial Focal Loss: Asking Your Discriminator for Hard Examples},
  author={Liu, Chen and Dong, Xiaomeng and Potter, Michael and Chang, Hsi-Ming and Soni, Ravi},
  journal={arXiv preprint arXiv:2207.07739},
  year={2022}
}
```

## Overview and Abstract


## Design


## Difficulty Score

Owner

  • Name: Chen Liu
  • Login: ChenLiu-1996
  • Kind: user
  • Location: New Haven
  • Company: Yale University

CS PhD student at @KrishnaswamyLab, @YaleUniversity. Reviewing Committee member at NeurIPS, ICLR, ICML.

GitHub Events

Total
Last Year