Abstrakt
Advances in supervised learning with deep neural networks have enabled robust classification in many real world domains. An interesting question is if such advances can also be leveraged effectively for computational creativity. One insight is that because evolutionary algorithms are free from strict requirements of mathematical smoothness, they can exploit powerful deep learning representations through arbitrary computational pipelines. In this way, deep networks trained on typical supervised tasks can be used as an ingredient in an evolutionary algorithm driven towards creativity. To highlight such potential, this paper creates novel 3D objects by leveraging feedback from a deep network trained only to recognize 2D images. This idea is tested
by extending previous work with Innovation Engines, i.e. a principled combination of deep learning and evolutionary algorithms for computational creativity. The results of this automated process are interesting and recognizable 3Dprintable objects, demonstrating the creative potential for combining evolutionary computation and deep learning in this way.
by extending previous work with Innovation Engines, i.e. a principled combination of deep learning and evolutionary algorithms for computational creativity. The results of this automated process are interesting and recognizable 3Dprintable objects, demonstrating the creative potential for combining evolutionary computation and deep learning in this way.
Originalsprog  Engelsk 

Titel  Proceedings of the Seventh International Conference on Computational Creativity : ICCC 2016 
Forlag  Sony CSL Paris 
Publikationsdato  30 jun. 2016 
Sider  180187 
ISBN (Trykt)  9782746691551 
ISBN (Elektronisk)  9782746691551 
Status  Udgivet  30 jun. 2016 
Begivenhed  International Conference on Computational Creativity  UPMC, Paris, Frankrig Varighed: 27 jun. 2016 → 1 jul. 2016 Konferencens nummer: 7 http://www.computationalcreativity.net/iccc2016/ 
Konference
Konference  International Conference on Computational Creativity 

Nummer  7 
Lokation  UPMC 
Land/Område  Frankrig 
By  Paris 
Periode  27/06/2016 → 01/07/2016 
Internetadresse 
Fingeraftryk
Dyk ned i forskningsemnerne om 'Creative Generation of 3D Objects with Deep Learning and Innovation Engines'. Sammen danner de et unikt fingeraftryk.Presse/Medier

Kunstig intelligens og kunstnerintelligens
Joel Anthony Lehman
01/07/2016
1 element af Mediedækning
Presse/medie

Edit This Sculpture Was Designed And 3D Printed by an AI Artist
Joel Anthony Lehman
22/06/2016
1 element af Mediedækning
Presse/medie