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ezflow-0.2.4
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مشاهده بیشترتوضیحات
A PyTorch library for optical flow estimation using neural networks
| ویژگی | مقدار |
|---|---|
| سیستم عامل | - |
| نام فایل | ezflow-0.2.4 |
| نام | ezflow |
| نسخه کتابخانه | 0.2.4 |
| نگهدارنده | [] |
| ایمیل نگهدارنده | [] |
| نویسنده | Neelay Shah |
| ایمیل نویسنده | shahnh19@gmail.com |
| آدرس صفحه اصلی | https://github.com/neu-vig/ezflow |
| آدرس اینترنتی | https://pypi.org/project/ezflow/ |
| مجوز | MIT |
<p align="center">
<br>
<img src="./docs/assets/logo.png" height="60" width="60"/>
<br>
</p>
<h1 align="center">EzFlow</h1>
<h3 align="center">A modular PyTorch library for optical flow estimation using neural networks</h3>
<div align='center'>
[](https://github.com/neu-vig/ezflow/actions/workflows/package-test.yml)
[](https://ezflow.readthedocs.io/en/latest/?badge=latest)
[](https://pepy.tech/project/ezflow)
<!-- [](https://github.com/neu-vig/ezflow/actions/workflows/linting.yml) -->
<!-- [](https://github.com/neu-vig/ezflow/actions/workflows/codecov.yml) -->
**[Documentation](https://ezflow.readthedocs.io/en/latest/)** | **[Tutorials](https://ezflow.readthedocs.io/en/latest/tutorials/index.html)**
</div>
## Installation
### From source (recommended)
```shell
git clone https://github.com/neu-vig/ezflow
cd ezflow/
python setup.py install
```
### From PyPI
```shell
pip install ezflow
```
### Models supported
- [x] [DICL](https://arxiv.org/abs/2010.14851)
- [x] [FlowNetS](https://arxiv.org/abs/1504.06852)
- [x] [FlowNetC](https://arxiv.org/abs/1504.06852)
- [x] [PWCNet](https://arxiv.org/abs/1709.02371)
- [x] [RAFT](https://arxiv.org/abs/2003.12039)
- [x] [VCN](https://papers.nips.cc/paper/2019/hash/bbf94b34eb32268ada57a3be5062fe7d-Abstract.html)
### Datasets supported
- [x] [AutoFlow](https://autoflow-google.github.io/)
- [x] [FlyingChairs](https://lmb.informatik.uni-freiburg.de/resources/datasets/FlyingChairs.en.html#flyingchairs)
- [x] [HD1K](http://hci-benchmark.iwr.uni-heidelberg.de/)
- [x] [KITTI](http://www.cvlibs.net/datasets/kitti/eval_scene_flow.php?benchmark=flow)
- [x] [Kubric](https://github.com/google-research/kubric)
- [x] [MPI Sintel](http://sintel.is.tue.mpg.de/)
- [x] [SceneFlow Monkaa](https://lmb.informatik.uni-freiburg.de/resources/datasets/SceneFlowDatasets.en.html)
- [x] [SceneFlow Driving](https://lmb.informatik.uni-freiburg.de/resources/datasets/SceneFlowDatasets.en.html)
- [x] [SceneFlow FlyingThings3D](https://lmb.informatik.uni-freiburg.de/resources/datasets/SceneFlowDatasets.en.html)
- [x] [SceneFlow FlyingThings3D subset](https://lmb.informatik.uni-freiburg.de/resources/datasets/SceneFlowDatasets.en.html)
### References
- [RAFT](https://github.com/princeton-vl/RAFT)
- [DICL-Flow](https://github.com/jytime/DICL-Flow)
- [PWC-Net](https://github.com/NVlabs/PWC-Net)
- [FlowNetPytorch](https://github.com/ClementPinard/FlowNetPytorch)
- [VCN](https://github.com/gengshan-y/VCN)
- [detectron2](https://github.com/facebookresearch/detectron2)
- [CorrelationLayer](https://github.com/oblime/CorrelationLayer)
- [ptflow](https://github.com/hmorimitsu/ptlflow)
<br>
<footer>
<a target="_blank" href="https://icons8.com/icon/3Nj3FNnz36Id/pixels">Pixels</a> icon by <a target="_blank" href="https://icons8.com">Icons8</a>
</footer>
نیازمندی
| مقدار | نام |
|---|---|
| ==0.13.0 | absl-py |
| ==0.7.12 | alabaster |
| ==4.8 | antlr4-python3-runtime |
| ==1.4.4 | appdirs |
| ==0.26.2 | argh |
| ==0.15.1 | arrow |
| - | attrs |
| ==2.9.1 | Babel |
| ==1.1.0 | backports.entry-points-selectable |
| ==0.4.4 | binaryornot |
| ==21.7b0 | black |
| ==3.3.0 | bleach |
| ==0.7.0 | brotlipy |
| ==0.5.11 | bump2version |
| ==4.2.2 | cachetools |
| ==2022.12.7 | certifi |
| ==1.14.6 | cffi |
| ==3.3.0 | cfgv |
| ==4.0.0 | chardet |
| ==2.0.1 | charset-normalizer |
| ==8.0.1 | click |
| ==0.4.4 | colorama |
| ==5.5 | coverage |
| ==3.4.8 | cryptography |
| ==0.10.0 | cycler |
| ==0.3.2 | distlib |
| ==1.16.0 | dnspython |
| ==0.6.2 | docopt |
| ==0.17.1 | docutils |
| ==1.9 | easydict |
| ==0.3 | entrypoints |
| ==0.3.2 | fett |
| ==3.0.12 | filelock |
| ==3.9.2 | flake8 |
| ==0.1.5.post20210915 | fvcore |
| ==1.39.0 | grpcio |
| ==2.2.13 | identify |
| ==3.2 | idna |
| ==1.2.0 | imagesize |
| ==1.1.1 | iniconfig |
| ==0.1.9 | iopath |
| ==3.0.1 | Jinja2 |
| ==0.2.0 | jinja2-time |
| - | kiwisolver |
| ==3.3.4 | Markdown |
| ==2.0.1 | MarkupSafe |
| - | matplotlib |
| ==0.6.1 | mccabe |
| ==1.3.0 | mkl-fft |
| ==0.4.3 | mypy-extensions |
| ==2.6.2 | networkx |
| ==1.6.0 | nodeenv |
| - | numpy |
| ==3.2.1 | oauthlib |
| ==0.46 | olefile |
| - | omegaconf |
| ==4.5.3.56 | opencv-python |
| ==21.0 | packaging |
| ==0.9.0 | pathspec |
| ==0.1.2 | pathtools |
| - | Pillow |
| ==1.7.1 | pkginfo |
| ==2.0.0 | platformdirs |
| ==0.13.1 | pluggy |
| - | portalocker |
| ==0.5.0 | poyo |
| ==2.14.0 | pre-commit |
| ==3.18.3 | protobuf |
| ==1.10.0 | py |
| ==0.4.8 | pyasn1 |
| ==0.2.8 | pyasn1-modules |
| ==2.7.0 | pycodestyle |
| ==2.20 | pycparser |
| ==2.3.1 | pyflakes |
| ==2.9.0 | Pygments |
| ==3.11.4 | pymongo |
| ==20.0.1 | pyOpenSSL |
| ==2.4.7 | pyparsing |
| ==1.7.1 | PySocks |
| ==6.2.4 | pytest |
| ==2.8.1 | python-dateutil |
| ==5.0.2 | python-slugify |
| ==2021.1 | pytz |
| ==5.4.1 | PyYAML |
| ==29.0 | readme-renderer |
| - | regex |
| ==2.26.0 | requests |
| ==1.3.0 | requests-oauthlib |
| ==0.9.1 | requests-toolbelt |
| ==4.7.2 | rsa |
| ==1.7.0 | scipy |
| - | six |
| ==1.11.1.dev0 | snooty-lextudio |
| ==2.1.0 | snowballstemmer |
| ==0.8.9 | tabulate |
| ==2.6.0 | tensorboard |
| ==0.6.1 | tensorboard-data-server |
| ==1.8.0 | tensorboard-plugin-wit |
| ==1.1.0 | termcolor |
| ==1.3 | text-unidecode |
| - | toml |
| ==1.2.1 | tomli |
| >=1.9.0 | torch |
| >=0.5.0 | torchmetrics |
| >=0.10.0 | torchvision |
| - | tornado |
| - | tqdm |
| ==1.14.0 | twine |
| - | typed-ast |
| - | typing-extensions |
| ==1.3.2 | Unidecode |
| ==1.26.6 | urllib3 |
| ==20.5.0 | virtualenv |
| ==1.0.2 | watchdog |
| ==0.5.1 | webencodings |
| ==2.0.1 | Werkzeug |
| ==0.6.1 | whichcraft |
| ==0.1.8 | yacs |
| - | zipp |
زبان مورد نیاز
| مقدار | نام |
|---|---|
| >=3.6 | Python |
نحوه نصب
نصب پکیج whl ezflow-0.2.4:
pip install ezflow-0.2.4.whl
نصب پکیج tar.gz ezflow-0.2.4:
pip install ezflow-0.2.4.tar.gz