Objects of violence: synthetic data for practical ML in human rights investigations

1 Apr 2020Lachlan KermodeJan FreybergAlican AkturkRobert TraffordDenis KochetkovRafael PardinasEyal WeizmanJulien Cornebise

We introduce a machine learning workflow to search for, identify, and meaningfully triage videos and images of munitions, weapons, and military equipment, even when limited training data exists for the object of interest. This workflow is designed to expedite the work of OSINT ("open source intelligence") researchers in human rights investigations... (read more)

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