.png){kind=icon}
返回
Feature alignment as a generative process
.png){kind=icon}
OA
AI
DOI：10.3389/frai.2022.1025148.png)
.png){kind=icon}
.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Reversibility in artificial neural networks allows us to retrieve the input given an output. We present feature alignment, a method for approximating reversibility in arbitrary neural networks. We train a network by minimizing the distance between the output of a data point and the random output with respect to a random input. We applied the technique to the MNIST, CIFAR-10, CelebA, and STL-10 image datasets. We demonstrate that this method can roughly recover images from just their latent representation without the need of a decoder. By utilizing the formulation of variational autoencoders, we demonstrate that it is possible to produce new images that are statistically comparable to the training data. Furthermore, we demonstrate that the quality of the images can be improved by coupling a generator and a discriminator together. In addition, we show how this method, with a few minor modifications, can be used to train networks locally, which has the potential to save computational memory resources.
Keyword:
machine learning
neural network
generative
reversibility
local training
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
F
IF:
4.7
论文数:
2.5K
被引数:
4.4K
机构
引用论文
Sensorless Control of Z Source Inverter fed BLDC Motor Drive by FOC - DTC Hybrid Control Strategy Using Fuzzy Logic Controller采用模糊逻辑控制器的foc-dtc混合控制策略的Z源逆变器馈电BLDC电机驱动的无传感器控制
PREAI
分享收藏Enhance 3D Point Cloud Accuracy Through Supervised Machine Learning for Automated Rolling Stock Maintenance: A Railway Sector Case Study通过监督机器学习提升3D点云精度以实现自动化轨道车辆维护：铁路行业案例研究.png)
2018 International Conference on Computing, Electronics & Communications Engineering (iCCECE)
2018 International Conference on Computing, Electronics & Communications Engineering (iCCECE)IF0
PREAI
分享收藏
Solubility Advantage of Pyrazine-2-carboxamide: Application of Alternative Solvents on the Way to the Future Pharmaceutical DevelopmentPyrazine-2-carboxamide的溶解度优势: 替代溶剂在未来药物开发中的应用
PREAI
分享收藏
查看更多内容