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Recent Releases of Pyrovision

Pyrovision - v0.2.0: Improved models, a demo app and a vision API

This release brings a big performance leap to classification models while providing easier contribution and deployment tools.

Note: pyrovision 0.2.0 requires PyTorch 1.11 and torchvision 0.12 or newer.

Highlights

🎁 Gradio Demo

gradio_demo

In order to showcase pyrovision added value, a short Gradio demo app was added to the repo!
You can try it out live on HF Spaces over 👉 here

💻 API boilerplate

Thanks to the great FastAPI by Sebastián Ramírez (@tiangolo), we have added a small template to deploy your own vision API 😁

Check out in the folder ./api how to get yours running!

🤗 HF Hub integration

Contributions are important in open source projects and we're happy to announce that our model checkpoints are now available on HF Hub. See it as a github for data files (checkpoints for instance) 👍

You can load a model from the hub with two lines:

from pyrovision.models.utils import model_from_hf_hub
model = model_from_hf_hub("pyronear/rexnet1_0x")

If you upload your model as well, you can load it from the hub by changing "pyronear/rexnet1_0x" into "hf_user/model_repo"

🔥 OpenFire reloaded

You might have noticed that our first version of OpenFire started to have a lot of URLs failing. We've scaled up our queries to retrieve public images and checked them manually to produce a new updated version of ~7000 train images and ~800 validation images. The dataset was used to train the new model checkpoints!

The dataset is also available on HF datasets: https://huggingface.co/datasets/pyronear/openfire

Breaking changes

✝️ Deprecated modules

The following modules and features were deprecated:

  • pyrovision.nn
  • pyrovision.datasets.wildfire & pyrovision.datasets.video_utils
  • pyrovision.models.densenet & pyrovision.models.ssresnet

Full changelog

Breaking Changes 🛠

New Features 🚀

Bug Fixes 🐛

Improvements

New Contributors

Full Changelog: https://github.com/pyronear/pyro-vision/compare/v0.1.2...v0.2.0

Biosphere - Wildfire - Python
Published by frgfm almost 3 years ago

Pyrovision - Bug fix release

This release expands compatibility to latest releases of pytorch and torchvision.

Note: pyrovision 0.1.2 requires PyTorch 1.8 and torchvision 0.9 or newer.

Breaking changes

  • Reorganized the references folder (#104)

New features

  • Added Dockerfile for ubuntu environment (#108)
  • Added conda build dependencies (#112)
  • Added our OpenFire V2 in release attachment for open_firev2 (#121)

Bug fixes

  • Fixed mobilenet imports for latest torchvision release (#115)

Biosphere - Wildfire - Python
Published by frgfm about 4 years ago

Pyrovision - WildFire dataset and additional pretrained models

This release adds a video dataset and multiple pretrained models.

Note: pyrovision 0.1.1 requires PyTorch 1.2 and torchvision 0.4.0 or newer.

Highlights

Datasets

Wildfire detection visual datasets
New

  • Added WildFireDataset (#46, #47, #77) and FrameExtractor (#48, #63)
  • Added subsampled variant of WildFireDataset (#66)

Improvements

  • Cleaned codebase (#76, #97)
  • Improved constructor flexibility of OpenFire (#34)

Models

Common model architectures with pretrained parameters for wildfire detection
New

  • Added pretrained SubsamplerResNet (#69)
  • Added pretrained ReXNet (#86)

Improvements

  • Replaced Flatten with torch version (#102)

References

Scripts for training models
New

  • Added training script for WildFireDataset (#64)

Improvements

  • Updated training script of WildFire (#101)

Test

Verification of the package well-being before release
Improvements

  • Updated OpenFire download tolerance (#100)
  • Cleaned out fixtures (#105)

Documentation

Online resources for potential users
New

  • Added WildFireDataset to documentation (#54)

Improvements

  • Updated CONTRIBUTING (#71)
  • Updated README (#75, #87)

Fixes

  • Fixed README (#51, #110)
  • Fixed requirements (#106)
  • Removed utils module (#107)

Others

Other tools and implementations
New

  • Switched from CircleCI to Github Workflow (#68, #73)
  • Added markdown URL checker (#72)
  • Updated license (#78, #95)

Improvements

  • Fixed header encoding (#55)
  • Improved CI trigger event (#74)
  • Updated setup.py (#67)
  • Renamed package (#84)
  • Moved env collection script outside of lib (#96, #98, #110)

Fixes

  • Fixed version attribute (#57)
  • Fixed codecov integration (#83)
  • Fixed doc deployment (#85)

Biosphere - Wildfire - Python
Published by frgfm about 4 years ago

Pyrovision - Dataset and models for binary classification

This release adds a binary classification dataset and several model architectures for wildfire detection.

Note: pyronear 0.1.0 requires PyTorch 1.2 and torchvision 0.4.0 or newer

Release 0.1.0

Datasets

Wildfire detection visual datasets
New

  • Add OpenFire dataset for image classification (#11)(#15)(#18)(#21)(#32)(#39)

Models

Common model architectures with pretrained parameters for wildfire detection
New

  • Add pretrained ResNet (#37)(#41)
  • Add pretrained DenseNet (#41)
  • Add pretrained MobileNetV2 (#41)

Documentation

Documentation for users, contributors and developers of pyronear

  • Add docs for pyronear.datasets (#11)
  • Add docs for pyronear.models (#37)
  • Add docs for pyronear.nn (#41)
  • Add docs for pyronear.utils (#7)
  • Add contribution guidelines (#1)(#8)(#29)

Tests

Verifications of the package well-being before release

  • Add test for pyronear.datasets (#11)(#16)(#39)
  • Add test for pyronear.models (#37)(#41)
  • Add test for pyronear.nn (#41)
  • Add test for pyronear.utils(#17)

Reference scripts

Reference training scripts used to obtain state dictionaries of pretrained models

  • Add training script with pytorch and torchvision dependencies (#23)(#30)(#32)(#41)
  • Add training script with fastai dependency (#23)(#30)(#32)(#41)

Checkpoint for the first Pyroneal Model

This first model is a rexnet1_0x with a cutom head using AdaptiveConcatPool2d

Biosphere - Wildfire - Python
Published by frgfm over 5 years ago