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New views on multimedia data: Privacy and other reasons for research on data minimization.
Published on Jan 29, 2019373 Views
Conventionally, multimedia researchers have adhered to the maxim “There is no data like more data”. However, the new General Data Protection Regulation, which came into force in Europe in 2018, has ca
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Chapter list
New views on multimedia data - 100:00
New views on multimedia data - 200:34
What is “adversarial” ?01:09
“Adversarial”: two contexts in machine learning01:26
How to generate adversarial examples02:11
Universal Adversarial Perturbations - 103:19
Universal Adversarial Perturbations - 204:10
“Adversarial examples” are not inherently bad, they may help us by minimizing information.04:49
Take home message - 105:04
Take home message - 205:24
What is multimedia?05:43
Multimedia05:51
The elephant06:08
multimedia signals07:15
Today’s multimedia signals - 107:36
Today’s multimedia signals - 208:37
Today’s multimedia signals - 309:09
Today’s multimedia signals - 409:15
The elephant in the room - 110:06
The elephant in the room - 210:47
The elephant in the room - 311:02
The elephant in the room - 411:14
Take home message - 111:42
Take home message - 212:09
theguardian - 112:15
theguardian - 213:04
Location is a liability13:46
General Data Protection Regulation (GDPR)14:01
“Personal Data” and the GDPR14:44
Our rights under GDPR (examples)15:31
Privacy16:27
Information privacy is about control17:14
Take home message - 117:52
More on multimedia privacy18:29
Blast from the past - 118:51
Blast from the past - 219:14
Learning curve19:43
Optimal selection of data20:23
Differential data Analysis21:50
Data dropping22:51
Take home message - 224:07
Take home message - 324:26
What is multimedia data? - 124:52
What is multimedia data? - 224:59
Personal data26:55
Personal data + more data27:15
Personal data + more data = personal information 27:27
Personal data reveals health information28:04
Our reačity29:16
Adversarial examples reduce image information30:00
From data minimization to information minimization - 130:20
From data minimization to information minimization - 230:45
Instagram filters can mask geo-location information 31:20
Information privacy is about control32:18
Take home message - 432:56
The dragon in the room 33:22
Multimedia Evaluation (MediaEval) Benchmark33:51
Pixel Privacy at MediaEval34:24
Pixel Privacy at MediaEval 2018 - 135:36
Pixel Privacy at MediaEval 2018 - 236:22
No filter36:55
Scene information protected by style transfer - 139:40
Scene information protected by style transfer - 240:05
Baseline: Protection with CartoonGAN40:34
Who was in Paris?41:40
Scene Change Task42:07
Scene change, planned pilot MediaEval 201842:39
Take home message - 543:20
Let’s spend more time on research that helps keep users in control.44:10
Thank you44:22