VFRAME is a collection of open-source computer vision software tools designed specifically for human rights researchers working with large datasets of visual media.

Origins

VFRAME grew out of discussions at a 2017 Data Investigation Camp run by Tactical Technology Collective in Montenegro. Through meeting with investigative journalists, human rights researchers, and digital activists from around the world it became clear that computer vision was a much needed tool in this community, yet the solutions were either not yet technically developed, existed in disparate states, too expensive, or were only relevant to consumer applications.

What We Do

VFRAME leverages recent advancements in computer vision to bring practical applications to human rights research. The project is being piloted with researchers at the Syrian Archive and has received funding from the ProtypeFund (DE), Swedish International Development Agency (SIDA), Meedan, and NL Net.

VFRAME also contributes to computer vision tools for journalists and technologists, such as an image deduplication service built for Meedan's Check platform that helps verify news.

Since 2018, VFRAME has also been pioneering new methods in photorealistic synthetic training data using. This research received and Award of Distinction from Ars Electronica in 2019 and was nominated for a 2019 Beazley Design of The Year Awards at the Design Museum in London.

Collaborations

Syrian Archive

Awards

Ars Electronica
Beazley Design of the Year Awards 2019
STARTS

Development Roadmap

Dates Objective Status and Results
2020 Q4 Expand Visual Recognition Library -
2020 Q3 Case Study and Public ModelZoo Demos -
2020 Q2 R&D of vision models for Syrian and Yemeni archive delayed
2020 Q1 Public release of cluster munition detector models pending
2019 Q4 Generation of synthetic training datasets for AO-2.5RT/M, ShOAB-0.5, BLU-63, PTAB-1M Complete
2019 Q3 Prototype release Complete
2019 Q2 Develop 3D models of cluster munitions, prototype Blender software Complete
2019 Q1 Evaluation of Blender Complete
2018 Q4 Evaluation of Unity Complete
2018 Q3 3D modeling, exhibition of concept prototypes at Ars Electronica EXPORT Complete

Events

Press

Team

VFRAME is developed by Adam Harvey and Jules LaPlace and a group of friends and contributors in Berlin and around the world. Many thanks to our funders, exhibition partners, and supporters.

 <span class="caption-name">Adam Harvey</span> / Director<br>Working in Python and Blender on computer vision, image processing, 3D modeling, and neural networks.
Adam Harvey / Director
Working in Python and Blender on computer vision, image processing, 3D modeling, and neural networks.
 <span class="caption-name">Jules LaPlace</span> / Developer<br>Working with Python, React, MySQL on information architecture, systems administration, image retrieval and interface design.
Jules LaPlace / Developer
Working with Python, React, MySQL on information architecture, systems administration, image retrieval and interface design.

Additional Credit

Funding

German Federal Ministry of Education and Research - BMBF
Meedan / Check Global
NLNet and NGI0
Prototype Fund

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