PDQ TMK + PDQF – A Test Drive of Facebook's Perceptual Hashing Algorithms

12/16/2019
by   Janis Dalins, et al.
0

Efficient and reliable automated detection of modified image and multimedia files has long been a challenge for law enforcement, compounded by the harm caused by repeated exposure to psychologically harmful materials. In August 2019 Facebook open-sourced their PDQ and TMK + PDQF algorithms for image and video similarity measurement, respectively. In this report, we review the algorithms' performance on detecting commonly encountered transformations on real-world case data, sourced from contemporary investigations. We also provide a reference implementation to demonstrate the potential application and integration of such algorithms within existing law enforcement systems.

READ FULL TEXT

page 6

page 15

research
12/15/2022

Hamming Distributions of Popular Perceptual Hashing Techniques

Content-based file matching has been widely deployed for decades, largel...
research
11/15/2021

2nd Place Solution to Facebook AI Image Similarity Challenge Matching Track

This paper presents the 2nd place solution to the Facebook AI Image Simi...
research
05/29/2018

Hierarchical One Permutation Hashing: Efficient Multimedia Near Duplicate Detection

With advances in multimedia technologies and the proliferation of smart ...
research
09/08/2018

Efficient Multimedia Similarity Measurement Using Similar Elements

Online social networking techniques and large-scale multimedia systems a...
research
06/17/2021

The 2021 Image Similarity Dataset and Challenge

This paper introduces a new benchmark for large-scale image similarity d...
research
12/13/2019

Learning to Observe: Approximating Human Perceptual Thresholds for Detection of Suprathreshold Image Transformations

Many tasks in computer vision are often calibrated and evaluated relativ...
research
06/03/2020

An optimizable scalar objective value cannot be objective and should not be the sole objective

This paper concerns the ethics and morality of algorithms and computatio...

Please sign up or login with your details

Forgot password? Click here to reset