[Help wanted] DarkPose: Distribution Aware Coordinate Representation for Human Pose Estimation

[jaeyounkim]

Help wanted: Research paper code and models

Please help us to implement the following research paper using TensorFlow 2.

If you want to contribute, please leave a comment to express your interest.

Awesome external contributors will be nominated for Google Open Source Peer Bonus.

Research papers

• DarkPose: Distribution Aware Coordinate Representation for Human Pose Estimation

Status

• In progress

Contributor(s)

• @chandyalex

Tasks

• Implement a paper in TensorFlow 2
• Reproduce the paper results
• Publish documentation
• Publish pre-trained SavedModel files at TensorFlow Hub

Development environment

• Target
  • Repository: Community directory

Requirements

• Follow our contribution guidelines

License

By contributing, you agree that your contributions will be licensed under Apache License 2.0.

[vk-mittal14]

@jaeyounkim If no one is working on this paper implementation I can start working on it. Need a green signal.

PyTorch implementation is available at this https://github.com/ilovepose/DarkPose. This can help in implementing in TF.

[AdityaNikhil]

@jaeyounkim Working on it👍

[jaeyounkim]

Hi @nyanye @i-m-vivek @AdityaNikhil

Please let us know once you have your implementations ready to be reviewed by us. It must be a full implementation with reproducible results to be added as a community model.

[pankajrajput0312]

@jaeyounkim If no one is working on this paper implementation I can start working on it. I'm open to contribute

[mrinal18]

Since there is no response from anyone and i see no update too. I will be working on this too and will share when i get the reproducable results. Let me know if there is any additional task which needs to be taken under consideration please.

[chandyalex]

Hi @jaeyounkim I am working on this project as the part of GSOC 21 , let's connect here.

[chandyalex]

@nyanye @i-m-vivek @AdityaNikhil any update on this project that you are working on feel free to share some notes :)

[chandyalex]

@mrinal18 will start working on this in few days, feel free to collaborate :)

[mrinal18]

@chandyalex, i have started this project for some time. what is your aim for GSOC '21 exactly? we can definitely connect

[chandyalex]

@mrinal18 Let me have a discussion with the mentor @jaeyounkim first and I will update soon.

[AdityaNikhil]

@chandyalex Any updates?

[chandyalex]

@AdityaNikhil @mrinal18 @nyanye @i-m-vivek
As the part of GSoC I have implemented base library which consists of Dark pose and poseresnet model. You can have a look here
https://github.com/chandyalex/GSoC-2021-TF-DarkPose
More optimization in library , implementation of HR Net, Hourglass is yet to be implemented and tested. Feel free to contribute.

[chandyalex]

@AdityaNikhil @mrinal18 @nyanye @i-m-vivek As the part of GSoC I have implemented base library which consists of Dark pose and poseresnet model. You can have a look here https://github.com/chandyalex/GSoC-2021-TF-DarkPose More optimization in library , implementation of HR Net, Hourglass is yet to be implemented and tested. Feel free to contribute.

Hi Everyone , due to lack of time I couldn't produce much further progress on this project last month, the major issues and further steps are listed in my Git repository, so feel free to check it and contribute. The major issue which I am focusing is the mean average precision is zero in every epoch , So would be nice if someone can check and figure out the issue. I will try to contribute upcoming moths.

[mrinal18]

@chandyalex congratulations on your GSOC journey!
can you kindly raise an issue in your original git so that people who wants to contribute in this can do so by reffering that issue?
that helps in maintaining and discussing about further plans as well!

thanks a lot for letting us know, i will definitely take a look when i am free!

[chandyalex]

@chandyalex congratulations on your GSOC journey! can you kindly raise an issue in your original git so that people who wants to contribute in this can do so by reffering that issue? that helps in maintaining and discussing about further plans as well!

thanks a lot for letting us know, i will definitely take a look when i am free!

Sure I just created the issue detailed log will be posted later
chandyalex/GSoC-2021-TF-DarkPose#1