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RACB: Resource aware cache bypass on GPUs 26

RACB: Resource aware cache bypass on GPUs

引用

26th IEEE International Symposium on computer Architecture and High Performance Computing Workshops, SBAC-PADW 2014

作者： Dai, Hongwen Kartsaklis, Christos Li, Chao Janjusic, Tomislav Zhou, Huiyang Department of Electrical and Computer Engineering North Carolina State University Raleigh United States Computer Science and Mathematics Division Oak Ridge National Laboratory Oak Ridge United States

ISBN: (纸本)9781479970148

Caches are universally used in computing systems to hide long off-chip memory access latencies. Unlike CPUs, massive threads running simultaneously on GPUs bring a tremendous pressure on memory hierarchy. As a result, the limitation of cache resources becomes a bottleneck for a GPU to exploit thread-level parallelism (TLP) and memory-level parallelism (MLP) and achieve high performance. In this paper, we propose a mechanism to bypass L1D and L2 cache based on the availability of cache resources. Our proposed mechanism is based on the observation that a huge number of stalls coming from limited cache resources prohibit GPUs from providing a higher throughput. So we propose Resource Aware Cache Bypass (RACB) with minor hardware changes to eliminate such stalls to improve performance. We examine the effectiveness of this approach when applied to L1D and L2 cache separately as well as together. Evaluation results with NVIDIA Computing SDK show that RACB generally improves performance the most when applied to both L1D and L2 cache, which is up to 88.05% and on an average of 16.73%;additionally, energy is saved up to 22.35% and on an average of 5.88% with minor hardware overheads. © 2014 IEEE.

关键词： graphics processing unit

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Parallel architecture for conversion of NURBS curves to Be/spl acute/zier curves

Parallel architecture for conversion of NURBS curves to Be/s...

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26th Euromicro conference, EUROMICRO 2000

作者： Mallón, P.N. Bóo, M. Bruguera, J.D. Department of Electronic and Computer Engineering 15706 - University of Santiago de Compostela Spain

ISBN: (纸本)0769507808

NURBS are one of the most common methods of representing curves and surfaces in the geometric modeling and computer graphics fields, whilst numerous computer graphics algorithms are based on the utilization of a simpler representation of the same curves and surfaces: Be/spl acute/zier representations. In this paper, we present a parallel architecture to perform the decomposition of a NURBS curve into its constituent Be/spl acute/zier polynomial pieces. this architecture presents a regular and easily scalable structure, suitable for VLSI implementation, which can be efficiently exploited for the decomposition process. the performance of the proposed architecture is improved by the use of carry-save arithmetic, which permits the reduction of the system cycle time. © 2000 IEEE.

关键词： Parallel architectures

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Skeleton-based generalized cylinder deformation under the relative curvature condition 26

Skeleton-based generalized cylinder deformation under the re...

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26th Pacific conference on computer graphics and Applications, Pacific graphics 2018

作者： Ma, R. Zhao, Q. Wang, R. Damon, J. Rosenman, J. Pizer, S. UNC Chapel Hill Computer Science UNC Chapel Hill Mathematics UNC Chapel Hill Radiation Oncology

ISBN: (纸本)9783038680734

Deformation of a generalized cylinder with a parameterized shape change of its centerline is a non-trivial task when the surface is represented as a high-resolution triangle mesh, particularly when self-intersection and local distortion are to be avoided. We introduce a deformation approach that satisfies these properties based on the skeleton (densely sampled centerline and cross sections) of a generalized cylinder. Our approach uses the relative curvature condition to extract a reasonable centerline for a generalized cylinder whose orthogonal cross sections will not intersect. Given the desired centerline shape as a parametric curve, the displacements on the cross sections are determined while controlling for twisting effects, and under this constraint a vertex-wise displacement field is calculated by minimizing a quadratic surface bending energy. the method is tested on complicated generalized cylindrical objects. In particular, we discuss one application of the method for human colon (large intestine) visualization. © 2018 the Author(s).

关键词： Deformation

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Image-based X-ray visualization techniques for spatial understanding in outdoor augmented reality 14

Image-based X-ray visualization techniques for spatial under...

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26th Australian computer-Human Interaction conference, OzCHI 2014

作者： Zollmann, Stefanie Grasset, Raphael Reitmayr, Gerhard Langlotz, Tobias Institute for Computer Graphics and Vision Graz University of Technology Graz Austria Animation Research Ltd. Dunedin New Zealand Qualcomm Austria Research Center Vienna Austria Department of Information Science University of Otago Dunedin New Zealand

ISBN: (纸本)9781450306539

this paper evaluates different state-of-the-art approaches for implementing an X-ray view in Augmented Reality (AR). Our focus is on approaches supporting a better scene understanding and in particular a better sense of depth order between physical objects and digital objects. One of the main goals of this work is to provide effective X-ray visualization techniques that work in unprepared outdoor environments. In order to achieve this goal, we focus on methods that automatically extract depth cues from video images. the extracted depth cues are combined in ghosting maps that are used to assign each video image pixel a transparency value to control the overlay in the AR view. Within our study, we analyze three different types of ghosting maps, 1) alpha-blending which uses a uniform alpha value within the ghosting map, 2) edge-based ghosting which is based on edge extraction and 3) image-based ghosting which incorporates perceptual grouping, saliency information, edges and texture details. Our study results demonstrate that the latter technique helps the user to understand the subsurface location of virtual objects better than using alpha-blending or the edge-based ghosting. Copyright 2014 ACM.

关键词： Augmented reality

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Cancer Prevention through Early Detection 1

引用

丛书名： Lecture Notes in computer Science

1000年

作者： Sharib Ali Fons van der Sommen Maureen van Eijnatten Iris Kolenbrander Bartłomiej W. Papież Yueming Jin

this book constitutes the refereed proceedings of the second International Workshop on Cancer Prevention through Early Detection, CaPTion, held in conjunction with the 26th International conference on Medical Imaging ... 详细信息

ISBN: (数字)9783031453502

ISBN: (纸本)9783031453496

关键词： computer Imaging, Vision, Pattern Recognition and graphics Machine Learning Computing Milieux computer Applications

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Applied Cognitive Computing and Artificial Intelligence 1

Applied Cognitive Computing and Artificial Intelligence

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丛书名： Communications in computer and Information Science

1000年

作者： Hamid R. Arabnia Ken Ferens Leonidas Deligiannidis

ISBN: (数字)9783031856280

ISBN: (纸本)9783031856273

this book constitutes the proceedings of the 8th International conference on Applied Cognitive Computing, ACC 2024, and the 26th International conference on Artificial Intelligence, ICAI 2024, held as part of the 2024 World Congress in computer Science, computer Engineering and Applied Computing, in Las Vegas, USA, during July 22 to July 25, 2024. this proceedings book includes 9 papers from ACC 2024 and 31 papers from ICAI 2024. they have been organized in topical sections as follows: Applied cognitive computing and artificial intelligence; artificial intelligence and applications; artificial intelligence: reinforcement learning and knowledge engineering; and artificial intelligence: optimization methods and machine learning.

关键词： Systems and Data Security Software Engineering/Programming and Operating Systems computer Imaging, Vision, Pattern Recognition and graphics computer Science, general

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Robust and efficient SPH simulation for high-speed fluids with the dynamic particle partitioning method 26

Robust and efficient SPH simulation for high-speed fluids wi...

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26th Pacific conference on computer graphics and Applications, Pacific graphics 2018

作者： Zheng, Zhong Gao, Yang Li, Shuai Qin, Hong Hao, Aimin State Key Laboratory of Virtual Reality Technology and Systems Beihang University China Beihang University Qingdao Research Institute Beihang University China Department of Computer Science Stony Brook University United States

ISBN: (纸本)9783038680734

In this paper, our research efforts are devoted to the efficiency issue of the SPH simulation when the ratio of velocities among fluid particles is large. Specifically, we introduce a k-means clustering method into the SPH framework to dynamically partition fluid particles into two disjoint groups based on their velocities, we then use a two-scale time step scheme for these two types of particles. the smaller time steps are for particles with higher speed in order to preserve temporal details and guarantee the numerical stability. In contrast, the larger time steps are used for particles with smaller speeds to reduce the computational expense, and both types of particles are tightly coupled in the simulation. We conduct various experiments which have manifested the advantages of our methods over the conventional SPH technique and its new variants in terms of efficiency and stability. © 2018 the Author(s).

关键词： K-means clustering

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Languages and Compilers for Parallel Computing 1

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丛书名： Lecture Notes in computer Science

1000年

作者： Călin Cașcaval Pablo Montesinos

ISBN: (数字)9783319099675

ISBN: (纸本)9783319099668

this book constitutes the thoroughly refereed post-conference proceedings of the 26th International Workshop on Languages and Compilers for Parallel Computing, LCPC 2013, held in Tokyo, Japan, in September 2012. the 20 revised full papers and two keynote papers presented were carefully reviewed and selected from 44 submissions. the focus of the papers is on following topics: parallel programming models, compiler analysis techniques, parallel data structures and parallel execution models, to GPGPU and other heterogeneous execution models, code generation for power efficiency on mobile platforms, and debugging and fault tolerance for parallel systems.

关键词： computer Imaging, Vision, Pattern Recognition and graphics

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Architectural modelling and information interfacing : Learning from three case studies

Architectural modelling and information interfacing : Learni...

引用

proceedings of the 26th International conference on Information Technology Interfaces, ITI 2004

作者： Blaise, Jean-Yves De Domenico, Francesca De Luca, Livio Dudek, Iwona UMR CNRS MCC 694 MAP-gamsau EAML 184 av. de Luminy 13288 Marseille Cedex 09 France

Documentation analysis and organisation are vital to the researcher when trying to understand the evolution of patrimonial edifices and sites. But the documentation that serves as source of evidences is far from being exhaustive or non-ambiguous. Its very uncertainty is what really matters for researchers, and is therefore what we really need to represent inside 2D or 3D graphics. What solutions can one base on when trying to generate representations what would not say more about an edifice than what is really known? We present experiences in which, at various scales, we investigate the usability and graphical language of 2D/3D representations. We derive from these experiences remarks on how representations in the field of the architectural heritage can adhere to the notion of uncertainty and in the end really mean something for the researcher or practitioner. In conclusion to the paper we underline lessons we have learnt from these experiences on how to produce and exploit sustainable graphics in the field of the architectural heritage.

关键词： computer architecture

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Bottom-up/top-down geometric object reconstruction with CNN classification for mobile education 26

Bottom-up/top-down geometric object reconstruction with CNN ...

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26th Pacific conference on computer graphics and Applications, Pacific graphics 2018

作者： Guo, T. Cui, R. Qin, X. Wang, Y. Tang, Z. Peking University Institute of computer science and technology China

ISBN: (纸本)9783038680734

Geometric objects in educational materials are often illustrated as 2D line drawings, which results in the loss of depth information. To alleviate the problem of fully understanding the 3D structure of geometric objects, we propose a novel method to reconstruct the 3D shape of a geometric object illustrated in a line drawing image. In contrast to most existing methods, ours directly take a single line drawing image as input and generate a valid sketch for reconstruction. Given a single input line drawing image, we first classify the geometric object in the image with convolution neural network (CNN). More specifically, we pre-train the model with simulated images to alleviate the problems of data collection and unbalanced distribution among different classes. then, we generate the sketch of the geometric object with our proposed bottom-up and top-down scheme. Finally, we finish reconstruction by minimizing an objective function of reconstruction error. Extensive experimental results demonstrate that our method performs significantly better in both accuracy and efficiency compared with the existing methods. © 2018 the Author(s).

关键词： Image classification

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