Advanced Real-time Post-Processing using GPGPU techniques
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Master thesis about GPGPU post-processing by Per Lönroth and Mattias Unger from Linköping University, Department of Science and Technology.
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GPU compute has leveraged discrete GPUs for a fairly limited set of academic and supercomputing system workloads until recently. With the increase in performance of integrated GPU inside an Accelerated Processing Unit (APU), introduction of Heterogeneous System Architecture (HSA) devices, and proliferation of programming tools, we are seeing GPU compute make its way into mainstream applications. In this presentation we cover GPU compute and HSA, focusing on the application of GPU compute in the Medical and Print Imaging segments. Examples of performance data are reviewed and the case is made for how GPU compute can deliver tangible benefits.
Deferred Lighting and Post Processing on PLAYSTATION®3
This document discusses optimizing post processing and deferred lighting on the PlayStation 3 by offloading work to the system processor units (SPUs). It provides examples of using the SPUs for depth of field preprocessing, screen space ambient occlusion, deferred lighting, volumetric lighting, and shadow mapping. The key advantages of using the SPUs include reducing GPU bottlenecking and improving performance by leveraging the SPUs' flexibility to optimize fragment processing through techniques like tile-based classification and caching shadow map tiles in local memory. Offloading post processing effects to the SPUs can significantly reduce frame times compared to performing the entire effect on the GPU.
Adaptive Hyper-Parameter Tuning for Black-box LiDAR Odometry [IROS2021]
Adaptive Hyper-Parameter Tuning for Black-box LiDAR Odometry
Kenji Koide, Masashi Yokozuka, Shuji Oishi, and Atsuhiko Banno
Proc. IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS2021), pp. 7708-7714, Prague, Czech Republic, Sep., 2021
https://staff.aist.go.jp/k.koide/
Cliff sugerman
Greater Chicago Area - Independent Non-Profit Organization Management Professional
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Design and implementation of GPU-based SAR image processor
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Ultra Fast SOM using CUDA
SOM (Self-Organizing Map) is one of the most popular artificial neural network algorithms in the unsupervised learning category. For efficient construction of large maps searching the best-matching unit is usually the computationally heaviest operation in the SOM. The parallel nature of the algorithm and the huge computations involved makes it a good target for GPU based parallel implementation. This paper presents an overall idea of the optimization strategies used for the parallel implementation of Basic-SOM on GPU using CUDA programming paradigm.
3D-DRESD Polaris
The document discusses a workflow called Polaris for managing tasks in a reconfigurable 2D architecture. It outlines the goals of analyzing advantages and challenges of 2D reconfiguration, examining solutions to fragmentation and placement problems, and proposing an allocation manager. The proposed approach uses a heuristic empty space manager and focused fitting strategy to minimize routing paths and maintain high performance while keeping complexity low.
MapReduce with Hadoop
Hadoop is an open-source software framework for distributed storage and processing of large datasets across clusters of computers using MapReduce. It allows for the parallel processing of large datasets across clusters of computers using a simple programming model. MapReduce programs are divided into Map and Reduce phases, where the Map phase processes input key-value pairs to generate intermediate output and the Reduce phase merges all intermediate values associated with the same key. Experiments showed that Hadoop and MapReduce were able to process 1 million documents faster than a single computer by distributing the work across multiple machines in a cluster.
HiPEAC 2019 Workshop - Use Cases
The document describes three use cases implemented on the Tulipp embedded platform:
1) Pedestrian detection for ADAS achieving 15 frames/s with 2-3 frame latency.
2) Stereo depth estimation for UAVs performing in real-time with streaming optimization.
3) Medical image processing reducing radiation dose by 4x and enhancing images at 30 frames/s.
The Tulipp tools and SDSoc/Vivado HLS were used to implement algorithms from C/C++ onto the FPGA-based platform while addressing challenges of memory, streaming, and hardware-suitability. Overall, the Tulipp platform performed well across different applications with high-level development.
Cache Optimization Techniques for General Purpose Graphic Processing Units
This document summarizes research on adapting CPU cache optimization techniques for general purpose graphic processing units (GPGPUs). It first discusses related work on CPU and GPGPU cache architectures and optimization techniques. It then presents the conceptual design of selecting CPU techniques and analyzing their adaptation to GPGPUs. Two common CPU techniques, stride-one access and blocking, are adapted and experimental results show their effectiveness on a GPGPU, with blocking providing better performance than non-blocking approaches. The research contributes techniques for programmers to optimize GPGPU cache performance.
Introduction to GPUs for Machine Learning
Graphics processing units (GPUs) are becoming integral components of modern machine learning engines and platforms. These will provide an introduction to GPUs and their suitability for machine learning workloads. They also discuss enabling technologies, such as CUDA, and demonstrate GPU-accelerated machine learning with the H2O platform. These slides are targeted to machine learning practitioners new to GPUs.
Author: Wen Phan is a Senior Solutions Architect at H2O.ai. Wen works with customers and organizations to architect systems, smarter applications, and data products to make better decisions, achieve positive outcomes, and transform the way they do business. Internally, Wen uses his hard-earned field experiences, customer feedback, and market trends to drive product innovation and development. Wen holds a B.S. in Electrical Engineering and M.S. in Analytics and Decision Sciences.
Follow him on twitter: @wenphan
Handling Numeric Attributes in Hoeffding Trees
Hoeffding trees are decision trees designed for data streams that can incrementally learn from examples using limited memory. This document evaluates methods for handling numeric attributes in Hoeffding trees, which is important for performance. It finds that approaches using more approximation, like maintaining 10 bins or Gaussian distributions, allow greater tree growth within memory limits and perform best in empirical tests, outperforming methods like exhaustive binary trees. Evaluation on different datasets and memory environments finds the 10-bin and Gaussian methods generally perform similarly well, with no clear winner, though increased approximation comes at a cost of slower training and prediction speeds.
Dynamic Mapping of Raster Data (IV 2009)
The document proposes a method for dynamically mapping raster data onto 3D geovirtual environments using projective texture mapping. This allows for real-time visualization of large, time-critical geospatial datasets. By partially decoupling geometry and appearance, the method enables dynamic multi-texture mapping, color transfer functions, and rapid configuration of different mapping options. The approach extends graphics APIs like OpenGL to perform per-fragment dynamic texturing via shader programs. This achieves interactive framerates even with multiple texture mappings. The method is demonstrated through examples including hierarchical data layer combination, object highlighting, and interactive digital map design.
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The world of Hollywood is vast and interconnected. filled with countless stories of collaboration, friendship, and influence. Among these tales are the notable narratives of Brian Peck and Leonardo DiCaprio. The keyword "Brian Peck Leonardo DiCaprio" might not immediately ring a bell for everyone. but the connection between these two figures in the entertainment industry is intriguing and significant. This article delves deep into their lives, careers, and the moments where their paths intersect. providing a comprehensive look at how their stories intertwine.
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Early Life and Career Beginnings
Brian Peck: The Early Years
Brian Peck was born in New York City on July 29, 1960. From a young age, Peck exhibited a passion for the performing arts. He attended the Professional Children's School. which has a history of nurturing young talent in the arts. Peck's early career marked by a series of roles in television and film that showcased his versatility as an actor.
Peck's breakthrough came with his role in the cult classic "The Return of the Living Dead" (1985). His performance as Scuz, one of the punk rockers who releases a toxic gas that reanimates the dead. earned him a place in the annals of horror cinema. This role opened doors for Peck. allowing him to explore various facets of the entertainment industry. including writing and directing.
Leonardo DiCaprio: From Child Star to Hollywood Icon
Leonardo DiCaprio was born in Los Angeles, California, on November 11, 1974. His career began at a young age with appearances in television commercials and educational films. DiCaprio's big break came when he joined the cast of the popular sitcom "Growing Pains" (1985-1992). where he played the character Luke Brower.
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Introduction: The Fame Surrounding Tom Cruise Daughter
Suri Cruise, the daughter of Tom Cruise and Katie Holmes, has been in the public eye since her birth on April 18, 2006. Thanks to the media's relentless coverage, the world watched her grow up. As the daughter of one of Hollywood's most renowned actors. Suri has had a unique upbringing marked by privilege and scrutiny. This article aims to provide a comprehensive overview of Suri Cruise's life. Her relationship with her parents, and her journey so far.
Early Life of Tom Cruise Daughter
Birth and Immediate Fame
Suri Cruise was born in Santa Monica, California. and from the moment she came into the world, she was thrust into the limelight. Her parents, Tom Cruise and Katie Holmes. Were one of Hollywood's most talked-about couples at the time. The birth of their daughter was a anticipated event. and Suri's first public appearance in Vanity Fair magazine set the tone for her life in the public eye.
The Impact of Celebrity Parents
Having celebrity parents like Tom Cruise and Katie Holmes comes with its own set of challenges and privileges. Suri Cruise's early life marked by a whirlwind of media attention. paparazzi, and public interest. Despite the constant spotlight. Her parents tried to provide her with an upbringing that was as normal as possible.
The Influence of Tom Cruise and Katie Holmes
Tom Cruise's Parenting Style
Tom Cruise known for his dedication and passion in both his professional and personal life. As a father, Cruise has described as loving and protective. His involvement in the Church of Scientology, but, has been a point of contention and has influenced his relationship with Suri. Cruise's commitment to Scientology has reported to be a significant factor in his and Holmes' divorce and his limited public interactions with Suri.
Katie Holmes' Role in Suri's Life
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Suri Cruise: Growing Up in the Spotlight
Media Attention and Public Interest
From stylish outfits to everyday activities. Suri Cruise has been a favorite subject for tabloids and entertainment news. The constant media attention has shaped her childhood. Despite this, Suri has managed to maintain a level of normalcy, thanks to her mother's efforts.
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留信网认证的作用:
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Leonardo DiCaprio Super Bowl: Hollywood Meets America’s Favorite Game
Introduction
Leonardo DiCaprio is synonymous with Hollywood stardom and acclaimed performances. has a unique connection with one of America's most beloved sports events—the Super Bowl. The "Leonardo DiCaprio Super Bowl" phenomenon combines the worlds of cinema and sports. drawing attention from fans of both domains. This article delves into the multifaceted relationship between DiCaprio and the Super Bowl. exploring his appearances at the event, His involvement in Super Bowl advertisements. and his cultural impact that bridges the gap between these two massive entertainment industries.
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Leonardo DiCaprio: The Hollywood Icon
Early Life and Career Beginnings
Leonardo Wilhelm DiCaprio was born in Los Angeles, California, on November 11, 1974. His journey to stardom began at a young age with roles in television commercials and educational programs. DiCaprio's breakthrough came with his portrayal of Luke Brower in the sitcom "Growing Pains" and later as Tobias Wolff in "This Boy's Life" (1993). where he starred alongside Robert De Niro.
Rise to Stardom
DiCaprio's career skyrocketed with his performance in "What's Eating Gilbert Grape" (1993). earning him his first Academy Award nomination. He continued to gain acclaim with roles in "Romeo + Juliet" (1996) and "Titanic" (1997). the latter of which cemented his status as a global superstar. Over the years, DiCaprio has showcased his versatility in films like "The Aviator" (2004). "Start" (2010), and "The Revenant" (2015), for which he finally won an Academy Award for Best Actor.
Environmental Activism
Beyond his film career, DiCaprio is also renowned for his environmental activism. He established the Leonardo DiCaprio Foundation in 1998, focusing on global conservation efforts. His commitment to ecological issues often intersects with his public appearances. including those related to the Super Bowl.
The Super Bowl: An American Institution
History and Significance
The Super Bowl is the National Football League (NFL) championship game. is one of the most-watched sporting events in the world. First played in 1967, the Super Bowl has evolved into a cultural phenomenon. featuring high-profile halftime shows, memorable advertisements, and significant media coverage. The event attracts a diverse audience, from avid sports fans to casual viewers. making it a prime platform for celebrities to appear.
Entertainment and Advertisements
The Super Bowl is not only about football but also about entertainment. The halftime show features performances by some of the biggest names in the music industry. while the commercials are often as anticipated as the game itself. Companies invest millions in Super Bowl ads. creating iconic and sometimes controversial commercials that capture public attention.
Leonardo DiCaprio's Super Bowl Appearances
A Celebrity Among the Fans
Leonardo DiCaprio's presence at the Super Bowl has noted several times. As a high-profile celebrity. DiCaprio attracts
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本公司拥有海外各大学样板无数，能完美还原。
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三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
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Leonardo DiCaprio House: A Journey Through His Extravagant Real Estate Portfolio
Introduction
Leonardo DiCaprio, A name synonymous with Hollywood excellence. is not only known for his stellar acting career but also for his impressive real estate investments. The "Leonardo DiCaprio house" is a topic that piques the interest of many. as the Oscar-winning actor has amassed a diverse portfolio of luxurious properties. DiCaprio's homes reflect his varied tastes and commitment to sustainability. from retreats to historic mansions. This article will delve into the fascinating world of Leonardo DiCaprio's real estate. Exploring the details of his most notable residences. and the unique aspects that make them stand out.
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Leonardo DiCaprio House: Malibu Beachfront Retreat
A Prime Location
His Malibu beachfront house is one of the most famous properties in Leonardo DiCaprio's real estate portfolio. Situated in the exclusive Carbon Beach. also known as "Billionaire's Beach," this property boasts stunning ocean views and private beach access. The "Leonardo DiCaprio house" in Malibu is a testament to the actor's love for the sea and his penchant for luxurious living.
Architectural Highlights
The Malibu house features a modern design with clean lines, large windows. and open spaces blending indoor and outdoor living. The expansive deck and patio areas provide ample space for entertaining guests or enjoying a quiet sunset. The house has state-of-the-art amenities. including a gourmet kitchen, a home theatre, and many guest suites.
Sustainable Features
Leonardo DiCaprio is a well-known environmental activist. whose Malibu house reflects his commitment to sustainability. The property incorporates solar panels, energy-efficient appliances, and sustainable building materials. The landscaping around the house is also designed to be water-efficient. featuring drought-resistant plants and intelligent irrigation systems.
Leonardo DiCaprio House: Hollywood Hills Hideaway
Privacy and Seclusion
Another remarkable property in Leonardo DiCaprio's collection is his Hollywood Hills house. This secluded retreat offers privacy and tranquility. making it an ideal escape from the hustle and bustle of Los Angeles. The "Leonardo DiCaprio house" in Hollywood Hills nestled among lush greenery. and offers panoramic views of the city and surrounding landscapes.
Design and Amenities
The Hollywood Hills house is a mid-century modern gem characterized by its sleek design and floor-to-ceiling windows. The open-concept living space is perfect for entertaining. while the cozy bedrooms provide a comfortable retreat. The property also features a swimming pool, and outdoor dining area. and a spacious deck that overlooks the cityscape.
Environmental Initiatives
The Hollywood Hills house incorporates several green features that are in line with DiCaprio's environmental values. The home has solar panels, energy-efficient lighting, and a rainwater harvesting system. Additionally, the landscaping designed to support local wildlife and promote
The Future of Independent Filmmaking Trends and Job Opportunities
The landscape of independent filmmaking is evolving at an unprecedented pace. Technological advancements, changing consumer preferences, and new distribution models are reshaping the industry, creating new opportunities and challenges for filmmakers and film industry jobs. This article explores the future of independent filmmaking, highlighting key trends and emerging job opportunities.
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Editor's Notes
- Welcome to our presentation. Per & Mattias Thesis work done at Dice Called