https://github.com/mirsazzathossain/radio-galaxy-classifier-v1
Code for the paper "Morphological Classification of Radio Galaxies using Semi-Supervised Group Equivariant CNNs" 📄, accepted in IJCNN 2023! 🎉
https://github.com/mirsazzathossain/radio-galaxy-classifier-v1
radio-astronomy radio-galaxy-classification semi-supervised-learning
Last synced: 7 months ago
JSON representation
Code for the paper "Morphological Classification of Radio Galaxies using Semi-Supervised Group Equivariant CNNs" 📄, accepted in IJCNN 2023! 🎉
- Host: GitHub
- URL: https://github.com/mirsazzathossain/radio-galaxy-classifier-v1
- Owner: mirsazzathossain
- License: gpl-3.0
- Created: 2022-11-14T17:17:16.000Z (almost 3 years ago)
- Default Branch: main
- Last Pushed: 2024-10-18T16:25:50.000Z (12 months ago)
- Last Synced: 2025-01-29T23:15:26.934Z (8 months ago)
- Topics: radio-astronomy, radio-galaxy-classification, semi-supervised-learning
- Language: Python
- Homepage: https://www.sciencedirect.com/science/article/pii/S1877050923009638
- Size: 61.5 KB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- Funding: .github/FUNDING.yml
- License: LICENSE
Awesome Lists containing this project
README
# radio-galaxy-classifier
Radio Galaxy Classifier (RGC). The acronym also alludes to Radha Govinda Chandra (1878–1975), a Bangladeshi-Indian variable star observer.
#### Setup configuration
```bash
$ python -m utils.setup_configs --config downstream
```
#### Train
```bash
$ python train.py --model downstream
```
Cite this work:
```bibtex
@article{HOSSAIN2023601,
title = {Morphological classification of Radio Galaxies using Semi-Supervised Group Equivariant CNNs},
journal = {Procedia Computer Science},
volume = {222},
pages = {601-612},
year = {2023},
note = {International Neural Network Society Workshop on Deep Learning Innovations and Applications (INNS DLIA 2023)},
issn = {1877-0509},
doi = {https://doi.org/10.1016/j.procs.2023.08.198},
url = {https://www.sciencedirect.com/science/article/pii/S1877050923009638},
author = {Mir Sazzat Hossain and Sugandha Roy and K.M.B. Asad and Arshad Momen and Amin Ahsan Ali and M Ashraful Amin and A. K. M. Mahbubur Rahman},
keywords = {Radio Galaxy, Fanaroff-Riley, G-CNN, SimCLR, BYOL, Semi-supervised Learning}
}
```