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ViT-slice: End-to-end Vision Transformer Accelerator with Bit-slice Algorithm 24

ViT-slice: End-to-end Vision Transformer Accelerator with Bi...

引用

61st ACM/IEEE Design Automation Conference, DAC 2024

作者： Shin, Dongjin Choi, Insu Yang, Joon-Sung Department of Electrical and Electronic Engineering Yonsei University Seoul Korea Republic of Department of Systems Semiconductor Engineering Yonsei University Seoul Korea Republic of BK21 Graduate Program in Intelligent Semiconductor Technology Yonsei University Seoul Korea Republic of

ISBN: (纸本)9798400706011

Vision Transformers have demonstrated remarkable performance in various vision tasks. However, general-purpose processors, such as CPUs and GPUs, face challenges in efficiently handling the inference of Vision Transformers. To address the issue, prior works have focused on accelerating only attention due to its high computational cost in NLP Transformers. In contrast, Vision Transformers demonstrate a higher computational cost due to linear modules such as linear transformation, linear projection and Feed-Forward Network (FFN), compared to attention. In this paper, we present ViT-slice, an algorithm-architecture co-design that enhances end-to-end performance and energy efficiency by optimizing not only attention but also linear modules. At the algorithm level, we propose bit-slice compression that avoids storing the redundant most significant bits (MSBs). Additionally, we present bit-slice dot product with early skip to efficiently compute the dot product using bit-sliced data. To enable early skip during the dot product computation, we leverage a trainable threshold. On the hardware level, we introduce a specialized bit-slice dot product unit (BSDPU) to efficiently process the bit-slice dot product with early skip algorithm. Additionally, we present a bit-slice encoder and decoder for on-chip bit-slice compression. ViT-slice achieves 244×, 35.3×, 16.8×, 10.4×, 5.0× end-to-end speedup over Xeon CPU, EdgeGPU, TITAN Xp GPU, Sanger accelerator and ViTCoD accelerator, respectively. © 2024 Copyright held by the owner/author(s).

关键词： Linear transformations

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Automated 3D bone modelling based on geometric features from images 24

Automated 3D bone modelling based on geometric features from...

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24th International Conference on Production Research, ICPR 2017

作者： Rudek, M. Gumiel, Y.B. Canciglieri, O. Carvalho, D.R. Trajanovic, M. Industrial and Systems Engineering Post-Graduate Program PUCPR Imaculada Conceicao Street 1155 zip code CuritibaParana80215-901 Brazil Graduate Program on Health Technology in Pontifical Catholic University of Parana PUCPR Imaculada Conceicao Street 1155 zip code CuritibaParana80215-901 Brazil Faculty of Mechanical Engineering University of Nis Aleksandra Medvedeva 14 Niš18000 Serbia

ISBN: (纸本)9781605955070

Currently the computational modelling tools, expert algorithms for image segmentation and three-dimensional printing devices have improved the process of manufacture of customized pieces in the context of automation of prosthesis modelling. Among several strategies to obtain the correct shape of a missing bone part, we explore a modelling method based on geometric features defined by Bezier cubic curves. The data is obtained from sets of slices of tomographic scans as a reference. From the images, we know about data from the edges in the image but we do not have any information about a missing area in a specific bone region. Thus, the objective is to search patterns for features whose values are known from similar tomographic image which matches to fill a hole in a bone. Due the free form of a bone there are a lot of parameters to be evaluated. Thus, a Data Mining approach is applied for classification and to discover the best features as shape descriptors. In this way, the prosthesis manufacture can be automated in all stages among image scanning and printing. © 2017 DEStech Publications. All rights reserved.

关键词： Image enhancement

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Optimization of grounding grid's multidesign geometry 16

Optimization of grounding grid's multidesign geometry

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16th International Conference on Environment and Electrical engineering, EEEIC 2016

作者： Silva, Carlos L. B. Oliveira, Diogo N. Pires, Thyago G. Nerys, Jose W. L. Barbosa, Paulo H. S. Calixto, Wesley P. Alves, Aylton J. Graduate Program in Electronic and Automation Systems Engineering University of Brasilia Brasilia Brazil School of Electric and Computing Engineering Federal University of Goias Goiania Brazil Experimental Technologic Research and Study Group Federal Institute of Education Science and Technology Goiania Brazil

ISBN: (纸本)9781509023196

This paper deals with the optimization of grounding grids geometry. The goal is to reduce the amount of material to deploy a grounding grid, while keeping the system security. The touch voltages, step voltages, GPR and ground resistance are parameters of grounding grids and are related to safety aspect. Also discussed is a genetic algorithm used for optimizing ground grids, which can assume any form in a limited space of the project. The simulation is based in images method. The results are presented and discussed. © 2016 IEEE.

关键词： Ground penetrating radar systems

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Computation of resistance and potential of grounding grids in any geometry 16

Computation of resistance and potential of grounding grids i...

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16th International Conference on Environment and Electrical engineering, EEEIC 2016

作者： Pires, Thyago G. Nerys, Jose W. L. Silva, Carlos L. B. Oliveira, Diogo N. Filho, Antonio M. Silva Calixto, Wesley P. Alves, Aylton J. School of Electric and Computing Engineering Federal University of Goias Goiania Brazil Graduate Program in Electronic and Automation Systems Engineering University of Brasilia Brasilia Brazil Experimental and Technologic Research and Study Group Federal Institute of Education Science and Technology Goiania Brazil

ISBN: (纸本)9781509023196

This paper deals with the computation of ground resistance, surface voltage, touch voltage and step voltage, to mesh with horizontal wires arranged in different angles. The computer program implemented used in the mathematical modeling is based on the method proposed by Heppe, which allows obtaining the grounding parameters for homogeneous soil and soil stratified in two layers. The results obtained with the proposed method will be compared with other methods in literature. Also will be presented the results of a grounding grid using wires at various angles. © 2016 IEEE.

关键词： Mesh generation

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Finding the Important Elements Linked to Integration Problems in the Use of Enterprise Resource Planning systems 9

Finding the Important Elements Linked to Integration Problem...

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9th International Conference on Information Management and Technology, ICIMTech 2024

作者： Sardjono, Wahyu Kristin, Desi Maya Pranata, Dewi Sagita Bina Nusantara University BINUS Graduate Program Master of Information Systems Management Information Systems Management Department Jakarta11480 Indonesia School of Information Systems Bina Nusantara University Information Systems Department Jakarta11480 Indonesia King's College London Cyber Security Studi Program Faculty of Natural Mathematical & Engineering Sciences Department of Informatics WC2R 2LS United Kingdom

ISBN: (纸本)9798350390025

Organizations face an urgent need to become faster, more efficient, and more successful in their commercial operations, given the current state of technological evolution and the arrival of Industry 4.0. Many businesses have adopted the idea of enterprise resource planning (ERP) systems to achieve this goal. The ERP system is expected to increase worker productivity, improve business performance to maximize profitability and profits, and provide accurate and up-to-date data and information to management and stakeholders. This research aims to find new variables related to integration problems in the use of ERP systems. Using the SPSS statistical program, the data collected will be examined using quantitative exploratory factor analysis (EFA). Data processing then includes collecting demographic information from respondents, reliability testing, conducting the Kaiser-Meyer-Olkin (KMO) test, testing using an anti-image matrix, and deriving new factors using a rotation component matrix. This research seeks to identify new elements underlying ongoing integration problems in ERP system implementation. The research results show several reasons for underlying integration problems and offer in-depth information to management that can be used to analyze and evaluate the ERP system in their company appropriately in the future so that the company's performance becomes superior to the competition. © 2024 IEEE.

关键词： Profitability

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The modification of RGD peptides to PKA signal responsive Polymer and the evaluation of its function

The modification of RGD peptides to PKA signal responsive Po...

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55th SPSJ Annual Meeting

作者： Ijuin, Moeko Oishi, Jun Kawamura, Kenji Kang, Jeong-Hun Asai, Daisuke Sato, Yuko Katayama, Yoshiki Graduate School of Systems Life Sciences Kyushu University 744 Motooka Nishiku Fukuoka 819-0395 Japan Graduate School of Engineering Kyushu University CREST-JST Center for Future Chemistry Kyushu University Grant-in-Aid for the 21st Century COE Program

We recently proposed the novel gene-regulation polymer responding to cAMP-dependent protein kinase (PKA). However this polymer alone only had poor ability for the gene delivery into living cells. Thus it is difficult to evaluate the function of this polymer in living cells. On the other hand, it has been reported Arg-Gly-Asp (RGD) peptides modified polymer was efficiently deliveried genes into cells. In the present study, we modified the signal responsive polymer to RGD peptide for the introduction of polymer-DNA complex into living cells.

关键词： Polypeptides

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D-RECS (4) a novel gene carrier responding to intracellular protease signal

D-RECS (4) a novel gene carrier responding to intracellular ...

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55th SPSJ Annual Meeting

作者： Kawamura, Kenji Oishi, Jun Ijuin, Moeko Kang, Jeong-Hun Asai, Daisuke Sato, Yuko Katayam, Yoshiki Graduate School of Engineering Kyushu University 744 Motooka Nishiku Fukuoka 819-0395 Japan Graduate School of Systems Life Sciences Kyushu University CREST-JST Center for Future Chemistry Kyushu University Grant-in-Aid For the 21st Century COE program

We recently proposed an artificial gene regulation systems responding to the intracellular protease signal, such as Caspase signal, which is the key signal of the cell death. For this purpose, we designed polymer-peptide conjugate for a gene carrier. This polymer interacts with DNA through an electrostatic interaction and suppressed the gene-transcription. On the other hand, in the presence of active Caspase, this complex is disintegrated and the gene transcription is recovered. In this report, we applied this system to the cell free system and cultured cell, and succeeded in regulating the delivered gene expression responding to the intracellular protease signal.

关键词： Genes

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D-RECS (2) novel drug or gene delivery system based on responses to PKC alpha intracellular signals (D-RECS)

D-RECS (2) novel drug or gene delivery system based on respo...

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55th SPSJ Annual Meeting

作者： Kang, Jeong-Hun Oishi, Jun Kawamura, Kenji Asai, Daisuke Toita, Riki Jiang, Yuhua Sato, Yuko Katayama, Yoshiki CREST-JST Graduate School of Engineering Kyushu University 744 Motooka Nishiku Fukuoka 819-0395 Japan Graduate School of Systems Life Sciences Kyushu University Center for Future Chemistry Kyushu University Grant-in-Aid for the 21st Century COE program

We propose a novel method for gene therapy using drug or gene delivery system based on responses to intracellular signals, especially to the phosphorylation of protein kinase C (PKC) alpha. A cationic peptide that has high phosphoarylation sensitivity for PKC alpha was designed, and then a polymer with these peptides was synthesized. In the electrophoresis examination, the polymer containing the cationic peptide formed a stable complex with anionic DNA, but free DNA was found after phosphorylation by PKC alpha. In the intratumor delivery of polymer/DNA complex, the luciferase activity in the positive polymer for PKC alpha at charge ratios of 0.1 and 0.3 was 10- to 20-fold higher than that in the negative control polymer with a peptide which the phosphorylated site Serine was substituted by Alanine. These results indicate that the D-RECS is applicable to gene therapy in vivo.

关键词： Genes

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D-RECS (1) a gene regulation system responding to protein kinase signal

D-RECS (1) a gene regulation system responding to protein ki...

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55th SPSJ Annual Meeting

作者： Oishi, Jun Kawamura, Kenji Ijuin, Moeko Kang, Jeong-Hun Asai, Daisuke Sato, Yuko Katayama, Yoshiki Graduate School of Systems Life Sciences Kyushu University 744 Motooka Nishiku Fukuoka 819-0395 Japan Graduate School of Engineering Kyushu University CREST-JST Center for Future Chemistry Kyushu University Grant-in-Aid for the 21st Century COE program

We recently proposed the novel gene-regulation system responding to cAMP-dependent protein kinase (PKA). For this system, we used the cationic polymer which includes the oligopeptide that is the substrate of PKA. Since this polymer forms complexes with DNA, the gene expression was totally suppressed. However, when PKA is being continuously activated, anions were inserted in the polymer by phospholilating the peptides of side chains, the complex of DNA and polymer collapses and transcription of the gene is activated. We attempted to apply this system to living cell, and were successful to intracellular target signal-responsive regulation of delivered gene-expression.

关键词： Genes

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Diabetes Classification Using Support Vector Machine: Binary Classification Model 4

Diabetes Classification Using Support Vector Machine: Binary...

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4th International Conference on Information and Communications Technology, ICOIACT 2021

作者： Rabiha, Suciana Ghadati Wibowo, Antoni Lukas Heryadi, Yaya Computer Science Department BINUS Graduate Program-Doctor of Computer Science. Information Systems Department BINUS Online Learning Bina Nusantara University Jakarta11480 Indonesia Computer Science Department BINUS Graduate Program-Doctor of Computer Science Bina Nusantara University 11480 Indonesia Faculty of Engineering Universitas Katolik Indonesia Atma Jaya Indonesia Computer Science Department BINUS Graduate Program - Doctor of Computer Science Bina Nusantara University 11480 Indonesia

ISBN: (纸本)9781665433945

One of the health problems that require special attention is diabetes, besides the growth of this disease infection is increasing in various circles ranging from children, adults, men, women and the elderly. So to detect diabetes at an early stage, machine learning algorithms are the right choice to help detect indications of diabetes. This paper presents experimental results related to the exploration of the use of a Super Vector Machine (SVM) for data classification of Diabetes. The model used in this experiment is the Binary Classification Model. Based on the test results, the highest accuracy is obtained by using a total of 700 lines of data, which is 75,7143%. The Best estimated feasible point in Box Constraint is 272.29 with a KernelScale area of 72.627. © 2021 IEEE

关键词： Face recognition

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