{"title":"用于计算无玻璃显示器的FPGA加速","authors":"Zhuolun He, Guojie Luo","doi":"10.1145/3020078.3021728","DOIUrl":null,"url":null,"abstract":"The increasing computational power enables various new applications that are runtime prohibitive before. FPGA is one of such computational power with both reconfigurability and energy efficiency. In this paper, we demonstrate the feasibility of eyeglasses-free displays through FPGA acceleration. Specifically, we propose several techniques to accelerate the sparse matrix-vector multiplication and the L-BFGS iterative optimization algorithm with the consideration of the characteristics of FPGAs. The experimental results show that we reach a $12.78X$ overall speedup of the glass-free display application.","PeriodicalId":252039,"journal":{"name":"Proceedings of the 2017 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays","volume":"10 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-02-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"FPGA Acceleration for Computational Glass-Free Displays\",\"authors\":\"Zhuolun He, Guojie Luo\",\"doi\":\"10.1145/3020078.3021728\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The increasing computational power enables various new applications that are runtime prohibitive before. FPGA is one of such computational power with both reconfigurability and energy efficiency. In this paper, we demonstrate the feasibility of eyeglasses-free displays through FPGA acceleration. Specifically, we propose several techniques to accelerate the sparse matrix-vector multiplication and the L-BFGS iterative optimization algorithm with the consideration of the characteristics of FPGAs. The experimental results show that we reach a $12.78X$ overall speedup of the glass-free display application.\",\"PeriodicalId\":252039,\"journal\":{\"name\":\"Proceedings of the 2017 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays\",\"volume\":\"10 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2017-02-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 2017 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3020078.3021728\",\"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 2017 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3020078.3021728","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
FPGA Acceleration for Computational Glass-Free Displays
The increasing computational power enables various new applications that are runtime prohibitive before. FPGA is one of such computational power with both reconfigurability and energy efficiency. In this paper, we demonstrate the feasibility of eyeglasses-free displays through FPGA acceleration. Specifically, we propose several techniques to accelerate the sparse matrix-vector multiplication and the L-BFGS iterative optimization algorithm with the consideration of the characteristics of FPGAs. The experimental results show that we reach a $12.78X$ overall speedup of the glass-free display application.