“Vincent,” a deep learning demonstration from Cambridge Consultants, builds on human input to create completed ‘works of art’

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Product design and development firm Cambridge Consultants has developed “Vincent,” a breakthrough in machine learning that is capable of completing a drawing that has been started with a human sketch. Completed ‘works of art’ combine a users’ sketch with the digested sum of art since the renaissance, as if Van Gogh, Cézanne and Picasso were inside the machine, producing art to order.

Machine learning has made its way into the arts, having the ability to create an image or song based on sound or pictures it has seen before. But never before has artificial intelligence (AI) had the ability to interpret what a human is drawing and then complete the piece for them. Beyond simple machine-generated art, Vincent is an engaging, interactive system in which the output is guided and influenced by the user.

Based on multiple Generative Adversarial Networks (GANs), Vincent was shown thousands of paintings from the Renaissance period to the current day to study the works and build an understanding of where contrast, colour and texture change. Now trained, Vincent is able to interpret important edges in paintings and uses this understanding to produce a complete picture.

“What we’ve built would have been unthinkable to the original deep learning pioneers,” said Monty Barlow, director machine learning at Cambridge Consultants. “By successfully combining different machine learning approaches, such as adversarial training, perceptual loss, and end-to-end training of stacked networks, we’ve created something hugely interactive, taking the germ of a sketched idea and allowing the history of human art to run with it.”

To interact with Vincent, a user simply draws directly to a tablet. Vincent will interpret the different lines being drawn and pick up where the user left off – taking as much information as it’s given to build out the piece into a completed picture. Unlike typical machine learning approaches which simply use mathematics to generate approximations of art, Vincent is able to take the human input given and produce a relevant, finished artwork.

 

 

Potential applications for Vincent-like technology reach far beyond art, with autonomous vehicles and digital security being early use-cases. Here, the technology could be used to generate training scenarios and simulations, introducing almost limitless variation and convincing detail beyond what humans could efficiently produce.

“We’re exploring completely uncharted territory – much of what makes Vincent tick was not known to the machine learning community just a year ago” said Barlow. “We’re excited to be at the leading edge of an emerging, transformative industry and to be making the leap from the art of the possible to delivering practical machine learning solutions for our clients.”

Vincent is the latest output from Cambridge Consultants’ Digital Greenhouse – a unique experimental environment where data scientists and engineers explore and develop cutting edge machine learning techniques.

Cambridge Consultants will be demonstrating its Vincent technology at the RE•WORK Deep Learning Summit, September 21 in London. 

Notes to editors

캠브리지 컨설턴트(Cambridge Consultants)는 혁신적인 제품을 개발하고, 지적 재산권을 창출 및 라이선스하며, 전 세계 고객을 대상으로 기술 중심 문제를 해결하는 비즈니스 컨설팅 서비스를 제공합니다. 캠브리지 컨설턴트는 60년 이상 기업고객이 신기술을 도입하여 업계 최초로 제품을 출시하거나, 새로운 시장에 진출하거나, 기존 시장을 확장하거나, 사업기회를 상업적 성공으로 전환하도록 지원해 왔다. 엔지니어, 과학자, 수학자 및 디자이너를 포함한 900명 이상의 인원이 캠브리지(영국), 보스턴(미국), 도쿄(동경), 싱가포르(싱가포르)의 연구소에서 의료 기술, 산업 및 소비자 제품, 디지털 보건, 에너지 및 무선 통신 등 다양한 업종에 걸친 솔루션을 제공합니다.더 많은 정보를 원하시면, www.cambridgeconsultants.com를 방문하세요.

케임브리지 컨설턴트(Cambridge Consultants)는 캡제미니 그룹의 혁신 컨설팅 브랜드인 캡제미니 인벤트 (Capgemini Invent)의 소속입니다. 캡제미니 인벤트는 CxO가 조직의 미래를 계획하고 구축할 수 있도록 지원합니다. 30개 이상의 오피스와 25개 이상의 창의적인 연구소를 보유하고 있습니다.  캡제미니 인벤트의 7,000 여개의 팀들은 창의적인 설계, 깊은 산업 전문 지식과 통찰력을 바탕으로 미래의 새로운 디지털 솔루션 및 비즈니스 모델을 개발합니다. 

캡제미니 인벤트는 그룹의 핵심적인 부문으로, 기술력을 바탕으로 고객사의 비즈니스를 혁신하고 관리하는 데 있어 기업과 협력하는 글로벌 리더입니다.  캡제미니 그룹은한 포용적이고 지속 가능한 미래를 위하기술을 통해 인간의 에너지를 촉발하려는 목적에 따라 매일 발전됩니다. 거의 50 개국에서 270,000 명의 팀원으로 구성된 책임감 있고 다양한 조직입니다. 우수한 50 년 전통과 깊은 산업 전문성을 갖춘 캡제미니는 빠르게 진화하고 혁신적인 클라우드, 데이터, AI, 커넥티비티 소프트웨어, 디지털 엔지니어링 및 플랫폼에 힘입어 전략 및 설계에서 운영에 이르기까지 비즈니스의 전체 폭을 해결할 수 있도록 고객사로부터 신뢰를 받고 있습니다. 캡제미니 그룹은 2020 년 글로벌 매출이 160 억 유로라고 보고했습니다.
원하는 미래 얻기 | www.capgemini.com

Cambridge Consultants develops breakthrough products, creates and licenses intellectual property, and provides business consultancy in technology-critical issues for clients worldwide. For more than 50 years, the company has been helping its clients turn business opportunities into commercial successes, whether they are launching first-to-market products, entering new markets or expanding existing markets through the introduction of new technologies. With a team of 750 staff, including engineers, scientists, mathematicians and designers, in offices in Cambridge (UK), Boston (USA) and Singapore, Cambridge Consultants offers solutions across a diverse range of industries including medical technology, industrial and consumer products, digital health, oil and gas, and wireless communications.

Cambridge Consultants is part of Altran, a global leader in engineering and R&D services which offers its clients a new way to innovate. Altran works alongside its clients on every link in the value chain of their project, from conception to industrialisation. In 2016, the Altran group generated revenues of €2.120bn. With a headcount of more than 30,000 employees, Altran is present in more than 20 countries. For more information, visit www.Altran.com.

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