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SVM classifier on chip for melanoma detection

Shereen Afifi, Hamid GholamHosseini, Roopak Sinha
2017 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)  
The hardware implementation results demonstrate a high classification accuracy of 97.9% and a significant acceleration factor of 26 from equivalent software implementation on an embedded processor, with  ...  We aim to develop a medical low-cost handheld device that runs a real-time embedded SVM- based diagnosis system for use in primary care for early detection of melanoma.  ...  This proposed IP-based multi-core architecture as a 2stages cascaded classification system is scalable, and could be easily extended in the future to implement a multi-stage system for higher classification  ... 
doi:10.1109/embc.2017.8036814 pmid:29059862 dblp:conf/embc/AfifiGS17 fatcat:ljhusbsfyrhghlzch6jvhvdlci

A system on chip for melanoma detection using FPGA-based SVM classifier

Shereen Afifi, Hamid GholamHosseini, Roopak Sinha
2019 Microprocessors and microsystems  
The implemented SVM on a recent hybrid FPGA (Zynq) platform utilizing the modern UltraFast High-Level Synthesis design methodology achieves efficient melanoma classification on chip.  ...  The hardware implementation results demonstrate classification accuracy of 97.9%, and a significant hardware acceleration rate of 21 with only 3% resources utilization and 1.69W for power consumption.  ...  A simple flexible IP-based design was presented, which is scalable and easily extendable to support multi-purpose classification.  ... 
doi:10.1016/j.micpro.2018.12.005 fatcat:4igi34yiejathcor6hhqg5x3gy

EuroEXA: an innovative and scalable FPGA-based system for extreme scale computing in Europe

Piero Vicini, Andrea Biagioni, Enrico Calore, Paolo Cretaro, Ottorino Frezza, Francesca Lo Cicero, Alessandro Lonardo, Pier Stanislao Paolucci, Sebastiano Schifano, Francesco Simula
2019 Zenodo  
EuroEXA interconnect is an FPGA-based hierarchical hybrid network characterized by direct topology at "blade" level (16 computing nodes on a board) and a custom switch, implementing a mix of full-crossbar  ...  In this framework, analysis and validation of the HPC-enabling technologies is a very critical task and the FETHPC H2020 EuroEXA project ( is prototyping a medium size (but scalable  ...  to deliver a world-class HPC pre-Exascale demonstrator (Total Budget 20M€) Multi-core ARM + FPGA-based custom Accelerator+ ExaNet scalable network • CRDB: EuroEXA computing node (Co-design Recommended  ... 
doi:10.5281/zenodo.3599469 fatcat:mkcqngaxercyvodgvtulfpuqc4

Hybrid Quality of Service Architecture for Wireless/Mobile Environment [chapter]

Li Zheng, Arek Dadej, Steven Gordon
2003 IFIP Advances in Information and Communication Technology  
We present a suitable hybrid QoS architecture framework, and then study the relevant issues further for a radio access network based on IEEE 802.11 WLAN with 802.11e QoS extensions.  ...  While the simple and scalable Differentiated Services (DiffServ) QoS control model is suitable for the core part of the network, more explicit, admission and reservation based QoS mechanisms are required  ...  The process of classification and mapping of IP flows onto the TSIDs must begin at a layer 3 device, i.e. the edge router.  ... 
doi:10.1007/978-0-387-35673-0_27 fatcat:uma45g2ipbg4zoribdwvsaqrym

A Survey on Different IP Traceback Techniques for finding The Location of Spoofers

Amruta Kokate, Prof.Pramod Patil
2016 International Journal Of Engineering And Computer Science  
This paper contain and evaluates some of the existing and recently evolving IP traceback techniques with respect to their advantages and disadvantages.  ...  To get the spoofers, a number of IP traceback mechanisms have been proposed. As their attack root is often hidden The problem lies in distinguishing the attack traffic from the normal traffic.  ...  . 2 Classification of IP Traceback Schemes The intent of IP Traceback mechanism is to locate the source of the packet.  ... 
doi:10.18535/ijecs/v4i12.7 fatcat:7utrcsjfjbgmnby5clraj45h3a

Discovering Topologies at Router Level [chapter]

Donato Emma, Antonio Pescapé, Giorgio Ventre
2005 Lecture Notes in Computer Science  
In this paper we propose an adaptive and hybrid IP based methodology for network-topology discovery at router level, its implementation in a tool called HyNeTD (Hybrid Network Topology Discovery), and  ...  This paper proposes an approach to the topology discovery based on a hybrid methodology.  ...  In order to guarantee a high degree of completeness and reliability, with a low network overhead, HyNeTD adopts a hybrid methodology by combining both passive and active approaches.  ... 
doi:10.1007/11567486_13 fatcat:4z6vyfkdvbe7tekwxsbgx3djs4

Soft-Mesh: A Robust Routing Architecture for Hybrid SDN and Wireless Mesh Networks

Mukhtiar Bano, Amir Qayyum, Rao Naveed Bin Rais, Syed Sherjeel A. Gilani
2021 IEEE Access  
Despite these exciting features, WMNs face several routing challenges including scalability, reliability and link failures, mobility, flexibility, and other network management issues.  ...  traffic engineering for the hybrid SDN and IP networks.  ...  Cohabitation-based Hybrid (SDN/IP) Routing Mesh Flow [37] , a node-based hybrid architecture is proposed that addresses various hybrid SDN problems such as performance enhancement, efficient and scalable  ... 
doi:10.1109/access.2021.3089020 fatcat:sfdk7qcj4ng63pqgwyytmdrnsm

Guest editorial high-performance electronic switches/routers for high-speed internet

M. Hambi, D.J. Blumenthal, H.J. Chao, E. Leonardi, Chunming Qiao, K.Y. Yun
2003 IEEE Journal on Selected Areas in Communications  
In the paper, "Fast and Scalable Packet Classification," van Lunteren and Engbersen propose a new multifield two-phase classification scheme, parallel packet classification.  ...  In the paper, "DISA: A Robust Scheduling Algorithm for Scalable Crosspoint-Based Switch Fabrics," Elhanany and Sadot present a nonpointer based approach.  ... 
doi:10.1109/jsac.2003.813142 fatcat:kncahanoivhftipqt7ij4tpn7e

OSHI - Open Source Hybrid IP/SDN networking (and its emulation on Mininet and on distributed SDN testbeds) [article]

Stefano Salsano, Pier Luigi Ventre, Luca Prete, Giuseppe Siracusano, Matteo Gerola, Elio Salvadori
2014 arXiv   pre-print
The introduction of SDN in IP backbones requires the coexistence of regular IP forwarding and SDN based forwarding.  ...  Then we describe the design and implementation of an Open Source Hybrid IP/SDN (OSHI) node. It combines Quagga for OSPF routing and Open vSwitch for OpenFlow based switching on Linux.  ...  to be flexible and scalable which is aimed at facilitating experimentation on hybrid SDN at scale.  ... 
arXiv:1404.4806v3 fatcat:5afrp2m5rfatzpn6teppzbfm3u

Data reduction for the scalable automated analysis of distributed darknet traffic

Michael Bailey, Evan Cooke, Farnam Jahanian, Niels Provos, Karl Rosaen, David Watson
2005 Proceedings of the 5th ACM SIGCOMM conference on Internet measurement - IMC '05  
In this paper we examine the properties of individual and distributed darknets to determine the effectiveness of building scalable hybrid systems.  ...  To achieve reductions beyond source-based approaches, we look to source-distribution based methods and expand them to include notions of local and global behavior.  ...  of building a scalable hybrid system.  ... 
doi:10.1145/1330107.1330135 fatcat:xzwchu5osja4tf6sn6anx63el4

A classification of reliable multicast protocols

J.W. Atwood
2004 IEEE Network  
We provide such a classification, and illustrate it with several example protocols chosen to cover the range of features described.  ...  The set of multicast protocols can be classified using the user requirements, and the architectures, mechanisms, communications patterns, and policies used to satisfy these requirements.  ...  The support of the Natural Sciences and Engineering Research Council of Canada, through its Discovery Grants program, and the support of Concordia University are gratefully acknowledged.  ... 
doi:10.1109/mnet.2004.1301019 fatcat:tzg4dqhxcvdzxn64jnkljc5stq

A survey and comparison of multi-ring techniques for scalable battlespace group communications

Jun Wang, William Yurcik
2005 Defense Transformation and Network-Centric Systems  
Ring-based network overlays have attractive characteristics for group communications such as inherent reliability and single fault-tolerance.  ...  While group communications based on a single virtual ring overlay may satisfy the most important requirements for survivability and security, scalability may force redesign.  ...  ACKNOWLEDGMENTS This work is funded in part by a grant from the Office of Naval Research (ONR) under the umbrella of the National Center for Advanced Secure Systems Research (NCASSR).  ... 
doi:10.1117/12.604794 fatcat:u5ywt6faovculevry4juy2mpja

A Review on Swarm Intelligence Based Routing Approaches

Bhanumathi Velusamy, Sangeetha Chitteth Pushpan
2019 International Journal of Engineering and Technology Innovation  
Studies have proved that the routing protocols based on such bio-inspired methods perform better in terms of energy efficiency, reliability, adaptivity, scalability, and robustness.  ...  The general classification of routing protocols is classical-based and swarm-based routing protocols, where both the protocols were specifically categorized as data-centric, location-aware, hierarchical  ...  path Proactive Very high M No SC [46] To improve energy efficiency by sensing the destination direction and a cost function Hybrid High M No SDG [48] To achieve scalability and reliability  ... 
doaj:56ab609b676f427a8b33de5b5612e59f fatcat:i2bl23xb6rdq7bj5vdx3i3iufm

Hybrid IP/SDN Networking: Open Implementation and Experiment Management Tools

Stefano Salsano, Pier Luigi Ventre, Francesco Lombardo, Giuseppe Siracusano, Matteo Gerola, Elio Salvadori, Michele Santuari, Mauro Campanella, Luca Prete
2016 IEEE Transactions on Network and Service Management  
In this paper we propose a hybrid approach that allows the coexistence of traditional IP routing with SDN based forwarding within the same provider domain.  ...  The solution is called OSHI - Open Source Hybrid IP/SDN networking as we have fully implemented it combining and extending Open Source software.  ...  We considered (and implemented in our platform) two approaches for the ingress classification: i) classification based on physical access ports; ii) classification based on VLAN tags.  ... 
doi:10.1109/tnsm.2015.2507622 fatcat:2r5rbqefhfhezgtcerw4qszila

Scalable multiple description coding and distributed video streaming in 3G mobile communications

Ruobin Zheng, Weihua Zhuang, Hai Jiang
2005 Wireless Communications and Mobile Computing  
algorithm, and (2) the proposed handoff procedures have better performance in terms of handoff latency, end-to-end delay and handoff scalability than that in UMTS.  ...  A new Internet protocol (IP) differentiated services (DiffServ) video marking algorithm is presented to support an unequal error protection of the LC components.  ...  In this paper, we investigate video streaming over a hybrid cellular wireless (i.e. universal mobile telecommunications system, UMTS) and IP-based DiffServ wireline network.  ... 
doi:10.1002/wcm.279 fatcat:gkbuvyzg7vgs7alls4rucrqz2y
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