openhands

👐OpenHands : Making Sign Language Recognition Accessible. | **NOTE:** No longer actively maintained. If you are interested to own this and take it forward, please raise an issue

https://github.com/ai4bharat/openhands

Science Score: 44.0%

This score indicates how likely this project is to be science-related based on various indicators:

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CITATION.cff file
Found CITATION.cff file
✓
codemeta.json file
Found codemeta.json file
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.zenodo.json file
Found .zenodo.json file
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DOI references
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Academic publication links
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Committers with academic emails
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Institutional organization owner
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JOSS paper metadata
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Scientific vocabulary similarity
Low similarity (11.4%) to scientific vocabulary

Last synced: 7 months ago · JSON representation ·

Repository

👐OpenHands : Making Sign Language Recognition Accessible. | **NOTE:** No longer actively maintained. If you are interested to own this and take it forward, please raise an issue

Basic Info

Host: GitHub
Owner: AI4Bharat
License: apache-2.0
Language: Python
Default Branch: main
Homepage: https://openhands.readthedocs.io
Size: 5.92 MB

Statistics

Stars: 115
Watchers: 2
Forks: 18
Open Issues: 29
Releases: 1

Created almost 5 years ago · Last pushed about 3 years ago

Metadata Files

Readme License Citation

👐OpenHands: Sign Language Recognition Library

Making Sign Language Recognition Accessible

Check the documentation on how to use the library:
ReadTheDocs: 👐OpenHands

Installation

For stable version: pip install --upgrade OpenHands
For latest development version: pip install git+https://github.com/AI4Bharat/OpenHands

License

This project is released under the Apache 2.0 license.

Datasets used

Please cite the respective datasets if you used them in your research. Also check the licensing terms for the dataset used.

| Dataset | Link | | --------------- | ----------- | | AUTSL | Link | | CSL | Link | | DEVISIGN | Link | | GSL | Link | | INCLUDE | Link | | LSA64 | Link | | WLASL | Link |

Extraction of poses

For datasets without the pose data, poses can be extracted from the videos using this script.

Citation

If you find our work useful in your research, please consider citing us:

```BibTeX @misc{2021openhandsslr_preprint, title={OpenHands: Making Sign Language Recognition Accessible with Pose-based Pretrained Models across Languages}, author={Prem Selvaraj and Gokul NC and Pratyush Kumar and Mitesh Khapra}, year={2021}, eprint={2110.05877}, archivePrefix={arXiv}, primaryClass={cs.CL} }

@inproceedings{ nc2022addressing, title={Addressing Resource Scarcity across Sign Languages with Multilingual Pretraining and Unified-Vocabulary Datasets}, author={Gokul NC and Manideep Ladi and Sumit Negi and Prem Selvaraj and Pratyush Kumar and Mitesh M Khapra}, booktitle={Thirty-sixth Conference on Neural Information Processing Systems Datasets and Benchmarks Track}, year={2022}, url={https://openreview.net/forum?id=zBBmV-i84Go} } ```

Owner

Name: AI4Bhārat
Login: AI4Bharat
Kind: organization
Email: opensource@ai4bharat.org
Location: India

Website: https://ai4bharat.org
Twitter: AI4Bharat
Repositories: 37
Profile: https://github.com/AI4Bharat

Artificial-Intelligence-For-Bhārat : Building open-source AI solutions for India!

Citation (CITATION.cff)

cff-version: 1.2.0
preferred-citation:
  type: article
  message: "If you use OpenHands, please cite it as below."
  authors:
  - family-names: "Selvaraj"
    given-names: "Prem"
  - family-names: "N.C."
    given-names: "Gokul"
  - family-names: "Kumar"
    given-names: "Pratyush"
  - family-names: "Khapra"
    given-names: "Mitesh"
  title: "OpenHands: Making Sign Language Recognition Accessible with Pose-based Pretrained Models across Languages"
  year: 2021
  url: "https://openhands.ai4bharat.org"
  archivePrefix: "arXiv"
  eprint: "2110.05877"
  primaryClass: "cs.CL"

GitHub Events

Total

Issues event: 1
Watch event: 19
Issue comment event: 3
Pull request event: 4
Fork event: 4

Last Year

Issues event: 1
Watch event: 19
Issue comment event: 3
Pull request event: 4
Fork event: 4

Committers

Last synced: over 2 years ago

All Time

Total Commits: 160
Total Committers: 11
Avg Commits per committer: 14.545
Development Distribution Score (DDS): 0.425

Past Year

Commits: 3
Committers: 3
Avg Commits per committer: 1.0
Development Distribution Score (DDS): 0.667

Top Committers

Name	Email	Commits
Gokul NC	g**c@y**m	92
Prem	s**7@g**m	50
Gokul NC	g**c@a**g	4
ManideepLadi	m**i@g**m	4
Ubuntu	m**p@m**t	3
Sumit-Negi-github	s**2@g**m	2
Ubuntu	p**m@p**t	1
Matthew Nguyen	m**t@m**o	1
Rohith Gandhi Ganesan	g**7@g**m	1
SUMIT NEGI	7****b	1
ManideepLadi	4****i	1

Committer Domains (Top 20 + Academic)

mtnlabs.io: 1 prem-sl-exps.pv5tlpx2urru3ovthk54n5me1d.bx.internal.cloudapp.net: 1 manideep-training.tsk1eagr2o4unbgmelpbqu45rb.jx.internal.cloudapp.net: 1 ai4bharat.org: 1 ymail.com: 1

Issues and Pull Requests

Last synced: 7 months ago

All Time

Total issues: 46
Total pull requests: 8
Average time to close issues: about 1 month
Average time to close pull requests: 14 days
Total issue authors: 18
Total pull request authors: 5
Average comments per issue: 1.2
Average comments per pull request: 0.5
Merged pull requests: 5
Bot issues: 0
Bot pull requests: 0

Past Year

Issues: 1
Pull requests: 1
Average time to close issues: N/A
Average time to close pull requests: 14 days
Issue authors: 1
Pull request authors: 1
Average comments per issue: 0.0
Average comments per pull request: 0.0
Merged pull requests: 0
Bot issues: 0
Bot pull requests: 0

View more stats

Top Authors

Issue Authors

GokulNC (16)
Prem-kumar27 (4)
snorlaxse (3)
AmitMY (3)
AswiniKumar1995 (3)
TaruSama (2)
burakkaraceylan (2)
grohith327 (2)
jothiramcm (1)
leekezar (1)
Xiaolong-han (1)
YinAoXiong (1)
argadewanata (1)
EmpyEmpt (1)
BobbyLilD (1)

Pull Request Authors

ManideepLadi (3)
Sumit-Negi-github (2)
grohith327 (1)
Jing-yilin (1)
MattNguyen (1)

Top Labels

Issue Labels

enhancement (10) important feature (6) future enhancements (3) question (1) bug (1)

Pull Request Labels

Packages

Total packages: 1
Total downloads:
- pypi 2,182 last-month

Total dependent packages: 0
Total dependent repositories: 1
Total versions: 6
Total maintainers: 2

pypi.org: openhands

👐OpenHands : Making Sign Language Recognition Accessible

Homepage: https://openhands.ai4bharat.org
Documentation: https://openhands.readthedocs.io
License: apache-2.0
Latest release: 0.1.4
published over 4 years ago

Versions: 6
Dependent Packages: 0
Dependent Repositories: 1
Downloads: 2,182 Last month

Rankings

Stargazers count: 7.7%

Dependent packages count: 10.0%

Forks count: 11.4%

Average: 15.2%

Dependent repos count: 21.7%

Downloads: 25.0%

Maintainers (2)

GokulNC Prem27

Last synced: 8 months ago

Dependencies

docs/requirements.txt pypi

Pillow >=8.3.2
PyYAML >=5.4.1,<6.1
albumentations *
beautifulsoup4 *
h5py *
hydra_core >=1.1.0
lxml *
mediapipe >=0.8.7.3
myst-parser *
natsort *
numpy *
omegaconf >=2.1.0
opencv_python_headless *
pandas *
pytorch-lightning >=1.5.0
pytorchvideo >=0.1.1
scikit_learn >=1.0
sphinx *
sphinx_copybutton *
sphinx_rtd_theme *
timm *
torch *
torchmetrics >=0.5.1
torchvision *
tqdm *
transformers >=4.9.1

setup.py pypi

for *
in *
str *

openhands

Science Score: 44.0%

Repository

Basic Info

Statistics

Metadata Files

README.md

👐OpenHands: Sign Language Recognition Library

Installation

License

Datasets used

Extraction of poses

Citation

Owner

Citation (CITATION.cff)

GitHub Events

Total

Last Year

Committers

All Time

Past Year

Top Committers

Committer Domains (Top 20 + Academic)

Issues and Pull Requests

All Time

Past Year

Top Authors

Issue Authors

Pull Request Authors

Top Labels

Issue Labels

Pull Request Labels

Packages

pypi.org: openhands

Rankings

Maintainers (2)

Dependencies