Synthetic human-like fakes: Difference between revisions

→‎Handwriting syntheses: + Scribe - Generating Realistic Handwriting with TensorFlow at greydanus.github.io Scribe code at github.com
(→‎Handwriting syntheses: mentioning that here is similar risk to what happened in 2018 when w:speaker recognition knowledge was applied to a generative task with w:Transfer learning)
(→‎Handwriting syntheses: + Scribe - Generating Realistic Handwriting with TensorFlow at greydanus.github.io Scribe code at github.com)
Line 247: Line 247:
Here we find a similar risk to that which realized when the [[w:speaker recognition]] systems turning out to be instrumental in the development of [[#Digital sound-alikes|digital sound-alikes]]. After the knowledge needed to recognize a speaker was [[w:Transfer learning|w:transferred]] into a generative task in 2018 by Google researchers, we no longer cannot effectively determine for English speakers which recording is human in origin and which is from a machine origin.
Here we find a similar risk to that which realized when the [[w:speaker recognition]] systems turning out to be instrumental in the development of [[#Digital sound-alikes|digital sound-alikes]]. After the knowledge needed to recognize a speaker was [[w:Transfer learning|w:transferred]] into a generative task in 2018 by Google researchers, we no longer cannot effectively determine for English speakers which recording is human in origin and which is from a machine origin.


Some syntheses:
'''Handwrite-alike syntheses''':


* [https://www.calligrapher.ai/ '''Calligrapher.ai''' - ''Realistic computer-generated handwriting''] - The user may control parameters: speed, legibility, stroke width and style. The domain is registered by some organization in Iceland and the website offers no about-page.
* [https://www.calligrapher.ai/ '''Calligrapher.ai''' - ''Realistic computer-generated handwriting''] - The user may control parameters: speed, legibility, stroke width and style. The domain is registered by some organization in Iceland and the website offers no about-page.
* [https://www.cs.toronto.edu/~graves/handwriting.html '''''Recurrent neural network handwriting generation demo''''' at cs.toronto.edu] is a demonstration site for publication [https://arxiv.org/abs/1308.0850  '''''Generating Sequences With Recurrent Neural Networks''''' at arxiv.org] published on 2013-08-04 in Neural and Evolutionary Computing.
* [https://www.cs.toronto.edu/~graves/handwriting.html '''''Recurrent neural network handwriting generation demo''''' at cs.toronto.edu] is a demonstration site for publication [https://arxiv.org/abs/1308.0850  '''''Generating Sequences With Recurrent Neural Networks''''' at arxiv.org] published on '''2013'''-08-04 in Neural and Evolutionary Computing.
* [https://greydanus.github.io/2016/08/21/handwriting/ '''Scribe''' - ''Generating Realistic Handwriting with TensorFlow'' at greydanus.github.io] blog post published on '''2016'''-08-21. [https://github.com/greydanus/scribe '''Scribe code''' at github.com]


== Countermeasures against synthetic human-like fakes ==
== Countermeasures against synthetic human-like fakes ==