{"title":"利用虚幻引擎实现虚拟现实中的神经网络可视化","authors":"M. Bock, A. Schreiber","doi":"10.1145/3281505.3281605","DOIUrl":null,"url":null,"abstract":"Many applications today use deep learning to provide intelligent behavior. To understand and explain how deep learning models come to certain decisions can be hard or completely in-transparent. We propose a visualization of convolutional neural networks in Virtual Reality (VR). The interactive application shows the internal processes and allows to inspect the results. Large networks can be visualized in real-time with special rendering techniques.","PeriodicalId":138249,"journal":{"name":"Proceedings of the 24th ACM Symposium on Virtual Reality Software and Technology","volume":"32 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"12","resultStr":"{\"title\":\"Visualization of neural networks in virtual reality using Unreal Engine\",\"authors\":\"M. Bock, A. Schreiber\",\"doi\":\"10.1145/3281505.3281605\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Many applications today use deep learning to provide intelligent behavior. To understand and explain how deep learning models come to certain decisions can be hard or completely in-transparent. We propose a visualization of convolutional neural networks in Virtual Reality (VR). The interactive application shows the internal processes and allows to inspect the results. Large networks can be visualized in real-time with special rendering techniques.\",\"PeriodicalId\":138249,\"journal\":{\"name\":\"Proceedings of the 24th ACM Symposium on Virtual Reality Software and Technology\",\"volume\":\"32 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-11-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"12\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 24th ACM Symposium on Virtual Reality Software and Technology\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3281505.3281605\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 24th ACM Symposium on Virtual Reality Software and Technology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3281505.3281605","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Visualization of neural networks in virtual reality using Unreal Engine
Many applications today use deep learning to provide intelligent behavior. To understand and explain how deep learning models come to certain decisions can be hard or completely in-transparent. We propose a visualization of convolutional neural networks in Virtual Reality (VR). The interactive application shows the internal processes and allows to inspect the results. Large networks can be visualized in real-time with special rendering techniques.