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Adding Diversity to Images with Open Images Extended
Friday, December 7, 2018
Posted by Anurag Batra and Parker Barnes, Product Managers, Google AI
Recently,
we introduced
the
Inclusive Images Kaggle competition
, part of the
NeurIPS 2018 Competition Track
, with the goal of stimulating research into the effect of geographic skews in training datasets on ML model performance, and to spur innovation in developing more inclusive models. While the competition has concluded, the broader movement to build more diverse datasets is just beginning.
Today, we’re announcing
Open Images Extended
, a new branch of Google’s Open Images dataset, which is intended to be a collection of complementary datasets with additional images and/or annotations that better represent global diversity. The first set we are adding is the Crowdsourced extension which is seeded with 478K+ images donated by
Crowdsource app
users from all around the world.
About the Crowdsourced Extension of Open Images Extended
To bring greater geographic diversity to Open Images, we enabled the global community of Crowdsource app users to photograph the world around them and make their photos available to researchers and developers as part of the Open Images Extended dataset. A large majority of these images are from India, with some representation from the Middle East, Africa and Latin America.
The images, focus on some key categories like household objects, plants & animals, food, and people in various professions (all faces are blurred to protect privacy). Detailed information about the composition of the dataset can be found
here
.
Pictures from India and Singapore contributed using the Crowdsource app.
Get Involved
This is an early step on a long journey. To build inclusive ML products, training data must represent global diversity along several dimensions. To that end, we invite the global community to help expand the Open Images Extended dataset by contributing imagery from your own hometown and community. Download the
Crowdsource Android app
to contribute images you’ve taken from your phone, or
contact us
if there are other image repositories (that you have the rights for) that you’re interested in adding to open-images dataset.
Acknowledgements
The release of Open Images Extended has been possible thanks to the hard work of a lot of people including, but not limited to the following (in alphabetical order of last name): James Atwood, Pallavi Baljekar, Peggy Chi, Tulsee Doshi, Tom Duerig, Vittorio Ferrari, Akshay Gaur, Victor Gomes, Yoni Halpern, Gursheesh Kaur, Mahima Pushkarna, Jigyasa Saxena, D. Sculley, Richa Singh, Rachelle Summers.
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