| --- |
| license: cc-by-4.0 |
| pretty_name: DeepFish |
| task_categories: |
| - image-classification |
| - image-segmentation |
| - object-detection |
| tags: |
| - underwater |
| - fish |
| - marine |
| - counting |
| - localization |
| size_categories: |
| - 10K<n<100K |
| --- |
| |
| # DeepFish |
|
|
| A realistic fish-habitat dataset to evaluate algorithms for underwater visual analysis. |
| About 40 thousand underwater images (1920 × 1080) from 20 habitats in the marine environments of tropical Australia, |
| with classification, point-level (localization/counting) and segmentation labels. |
|
|
| - **Paper:** [Scientific Reports, 2020](https://www.nature.com/articles/s41598-020-71639-x) |
| - **Code:** https://github.com/alzayats/DeepFish |
| - **Project page:** https://alzayats.github.io/DeepFish/ |
| - **Original data record:** James Cook University, https://doi.org/10.25903/5f617fb6d6e0e |
|
|
| This repository is a mirror of the original `DeepFish.tar` for faster downloads worldwide. |
| The file is byte-identical to the one on the original data portal. |
|
|
| ## Download |
|
|
| ```bash |
| pip install -U huggingface_hub |
| hf download Alzayats/DeepFish DeepFish.tar DeepFish.tar.sha256 --repo-type dataset --local-dir . |
| sha256sum -c DeepFish.tar.sha256 |
| tar xf DeepFish.tar |
| ``` |
|
|
| Interrupted downloads resume when you run the command again. |
|
|
| | File | Size | SHA-256 | |
| |------|------|---------| |
| | `DeepFish.tar` | 7.1 GiB (7,621,627,392 bytes) | `8acabb8a314fa8eb45fa9cc6829c84bdc127b1f8f605f2e152304e98b6dbb46c` | |
|
|
| ## Structure |
|
|
| ``` |
| DeepFish/ |
| Classification/ # fish / no-fish labels, per habitat |
| Localization/ # point-level annotations |
| Segmentation/ # segmentation masks |
| ``` |
|
|
| ## License |
|
|
| CC BY 4.0. Data owners: Michael Bradley, James Cook University. |
|
|
| ## Citation |
|
|
| ```bibtex |
| @article{saleh2020realistic, |
| title={A realistic fish-habitat dataset to evaluate algorithms for underwater visual analysis}, |
| author={Saleh, Alzayat and Laradji, Issam H and Konovalov, Dmitry A and Bradley, Michael and Vazquez, David and Sheaves, Marcus}, |
| journal={Scientific Reports}, |
| volume={10}, |
| number={1}, |
| pages={14671}, |
| year={2020}, |
| publisher={Nature Publishing Group UK London}, |
| doi={10.1038/s41598-020-71639-x} |
| } |
| ``` |
|
|
