Global S&T Development Trend Analysis Platform of Resources and Environment
DOI | 10.1126/science.aar6170 |
Neural scene representation and rendering | |
Eslami, S. M. Ali; Rezende, Danilo Jimenez; Besse, Frederic; Viola, Fabio; Morcos, Ari S.; Garnelo, Marta; Ruderman, Avraham; Rusu, Andrei A.; Danihelka, Ivo; Gregor, Karol; Reichert, David P.; Buesing, Lars; Weber, Theophane; Vinyals, Oriol; Rosenbaum, Dan; Rabinowitz, Neil; King, Helen; Hillier, Chloe; Botvinick, Matt; Wierstra, Daan; Kavukcuoglu, Koray; Hassabis, Demis | |
2018-06-15 | |
发表期刊 | SCIENCE |
ISSN | 0036-8075 |
EISSN | 1095-9203 |
出版年 | 2018 |
卷号 | 360期号:6394页码:1204-+ |
文章类型 | Article |
语种 | 英语 |
国家 | England |
英文摘要 | Scene representation-the process of converting visual sensory data into concise descriptions-is a requirement for intelligent behavior. Recent work has shown that neural networks excel at this task when provided with large, labeled datasets. However, removing the reliance on human labeling remains an important open problem. To this end, we introduce the Generative Query Network (GQN), a framework within which machines learn to represent scenes using only their own sensors. The GQN takes as input images of a scene taken from different viewpoints, constructs an internal representation, and uses this representation to predict the appearance of that scene from previously unobserved viewpoints. The GQN demonstrates representation learning without human labels or domain knowledge, paving the way toward machines that autonomously learn to understand the world around them. |
领域 | 地球科学 ; 气候变化 ; 资源环境 |
收录类别 | SCI-E |
WOS记录号 | WOS:000435360400047 |
WOS类目 | Multidisciplinary Sciences |
WOS研究方向 | Science & Technology - Other Topics |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.173/C666/handle/2XK7JSWQ/198894 |
专题 | 地球科学 资源环境科学 气候变化 |
作者单位 | DeepMind, 5 New St Sq, London EC4A 3TW, England |
推荐引用方式 GB/T 7714 | Eslami, S. M. Ali,Rezende, Danilo Jimenez,Besse, Frederic,et al. Neural scene representation and rendering[J]. SCIENCE,2018,360(6394):1204-+. |
APA | Eslami, S. M. Ali.,Rezende, Danilo Jimenez.,Besse, Frederic.,Viola, Fabio.,Morcos, Ari S..,...&Hassabis, Demis.(2018).Neural scene representation and rendering.SCIENCE,360(6394),1204-+. |
MLA | Eslami, S. M. Ali,et al."Neural scene representation and rendering".SCIENCE 360.6394(2018):1204-+. |
条目包含的文件 | 条目无相关文件。 |
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