Skip to content

Commit

Permalink
accepted by MEE
Browse files Browse the repository at this point in the history
  • Loading branch information
houchengbin committed Sep 19, 2023
1 parent 04084a2 commit bb81ac4
Showing 1 changed file with 12 additions and 11 deletions.
23 changes: 12 additions & 11 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -2,6 +2,18 @@
### Fossil Image Identification using Deep Learning Ensembles of Data Augmented Multiviews
Fossil identification is a substantial part of evolutionary studies. Automatic identification models, especially recent advances based on deep learning, heavily rely on the quantity and quality of labeled images to train the models. However, the images are particularly limited for paleontologists due to the fossil preservation, conditioned sampling, and expensive and inconsistent label annotation by domain experts. To address these challenges, we proposed an innovative multiview ensemble framework that collects the multiple views of each fossil specimen image of reflecting its different characteristics to train multiple base models and makes the final decision via soft voting.

## Reference
If you find this work is useful, please consider the following citation.
```
@article{hou2023fossil,
title={Fossil Image Identification using Deep Learning Ensembles of Data Augmented Multiviews},
author={Hou, Chengbin and Lin, Xinyu and Huang, Hanhui and Xu, Sheng and Fan, Junxuan and Shi, Yukun and Lv, Hairong},
journal={Methods in Ecology and Evolution},
year={2023},
pages={to appear},
}
```

## Install
```bash
conda create -n MulEnsID python=3.10.8
Expand Down Expand Up @@ -39,14 +51,3 @@ python datasplit.py --input ./2400_fus --output ./data/Original_img --train-rate
python multiview.py --input ./data/Original_img --output ./data --gray --binary --blocksize 41 --C 5 --skeletonize
```

## Reference
If you find [this work](https://arxiv.org/abs/2302.08062) is useful, please consider the following citation.
```
@article{hou2023fossil,
title={Fossil Image Identification using Deep Learning Ensembles of Data Augmented Multiviews},
author={Hou, Chengbin and Lin, Xinyu and Huang, Hanhui and Xu, Sheng and Fan, Junxuan and Shi, Yukun and Lv, Hairong},
journal={arXiv preprint arXiv:2302.08062},
year={2023}
}
```

0 comments on commit bb81ac4

Please sign in to comment.