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Customizable Architecture Search for Semantic Segmentation [article]

Yiheng Zhang and Zhaofan Qiu and Jingen Liu and Ting Yao and Dong Liu and Tao Mei
2019 arXiv   pre-print
In this paper, we propose a Customizable Architecture Search (CAS) approach to automatically generate a network architecture for semantic image segmentation.  ...  During the training, the CAS algorithm explores the search space for an optimized computation cell to build a network. The cells of the same type share one architecture but with different weights.  ...  The results indicate the flexibility of our CAS for architecture search with customizable constraints. Evaluation of the multi-scale cell.  ... 
arXiv:1908.09550v1 fatcat:rtjtr5utlrhjbaqgakg5qzybzy

High performance motion detection: some trends toward new embedded architectures for vision systems

Lionel Lacassagne, Antoine Manzanera, Julien Denoulet, Alain Mérigot
2008 Journal of Real-Time Image Processing  
-and the Associative Mesh, a specialized architecture based on associative net.  ...  We present some implementations of robust motion detection algorithms on three architectures: a general purpose RISC processor-the PowerPC G4-a parallel artificial retina dedicated to low level image processing-Pvlsar34  ...  the original author(s) and source are credited.  ... 
doi:10.1007/s11554-008-0096-7 fatcat:xzdxst3wrjfz3nglhk4tmbfzxe

Towards Next Generation CiteSeer: A Flexible Architecture for Digital Library Deployment [chapter]

I. G. Councill, C. L. Giles, E. Di Iorio, M. Gori, M. Maggini, A. Pucci
2006 Lecture Notes in Computer Science  
The new framework supports distributed indexing and storage for load balancing and fault-tolerance as well as modular service deployment to increase system flexibility and reduce maintenance costs.  ...  CiteSeer began as the first search engine for scientific literature to incorporate Autonomous Citation Indexing, and has since grown to be a well-used, open archive for computer and information science  ...  Acknowledgments We thank Nicola Baldini and Michele Bini (FocuSeek.com) for fruitful discussions, suggestions and support during the system design and development process.  ... 
doi:10.1007/11863878_10 fatcat:f7oonwbmofckjj5a6od4c26bla

Lightweight assistive technology: A wearable, optical-fiber gesture recognition system [article]

Sanjay Seshan
2020 arXiv   pre-print
The second uses a neural network trained on a labelled set of gesture readings to recognize gestures.  ...  I implemented and evaluated two approaches for gesture recognition.  ...  The molding process was completed in the lab under the guidance of a smashlab graduate student in the summer of 2019. The materials for fabrication were purchased and provided by the lab.  ... 
arXiv:2009.13322v1 fatcat:hgkbunhvazgcpll3obgxtm6clm

SocialGQ: Towards Semantically Approximated and User-aware Querying of Social-Graph Data

Riccardo Martoglia
2018 Proceedings of the 30th International Conference on Software Engineering and Knowledge Engineering  
In this paper, we present SocialGQ ("Social-Graph Querying"), a novel approach for the effective and efficient querying of socialgraph data overcoming the limitations of typical search approaches proposed  ...  SocialGQ allows users to compose complex queries in a simple way, and is able to retrieve useful knowledge (top-k answers) by jointly exploiting: (a) the structure of the graph, semantically approximating  ...  The algorithm builds on the foundations of the Threshold Algorithm (TA) [3] and follows the steps summarized below: 1. search for (approximate) structural query node label matches in the "structural  ... 
doi:10.18293/seke2018-052 dblp:conf/seke/Martoglia18 fatcat:lirsmtnas5cgre2snh24yoxhg4

Modeling, analysis and exploration of layers: A 3D computing architecture

Zoltan Endre Rakossy
2014 2014 22nd International Conference on Very Large Scale Integration (VLSI-SoC)  
Acknowledgements This thesis is the result of my work as research assistant at the Institute for Communication Technologies and Embedded Systems (ICE), Multiprocessor System-on-Chip Architectures (MPSoC  ...  ) group, at the RWTH Aachen University.  ...  architectures featuring elementary components specifically tailored for the 4 architecture -targeted architectural flexibility -; and 2) architectures with a variable degree of flexibility, featuring a  ... 
doi:10.1109/vlsi-soc.2014.7004167 dblp:conf/vlsi/Rakossy14 fatcat:6h3w3hfgdjeytitl7wnwrard34

Personalized route planning in road networks

Stefan Funke, Sabine Storandt
2015 Proceedings of the 23rd SIGSPATIAL International Conference on Advances in Geographic Information Systems - GIS '15  
We develop new preprocessing schemes that allow for real-time personalized route planning in huge road networks while keeping the memory footprint of the preprocessed data and subsequent queries small.  ...  Here, every single query comes with a specification of its very own metric. This increases the combinatorial complexity of the problem significantly.  ...  This work was partially supported by a Google Faculty Research Award.  ... 
doi:10.1145/2820783.2820830 dblp:conf/gis/FunkeS15 fatcat:wpa6x5zjqre2dj4ypxmmazd3lm

Exploring Complicated Search Spaces with Interleaving-Free Sampling [article]

Yunjie Tian, Lingxi Xie, Jiemin Fang, Jianbin Jiao, Qixiang Ye, Qi Tian
2021 arXiv   pre-print
The existing neural architecture search algorithms are mostly working on search spaces with short-distance connections.  ...  In this paper, we build the search algorithm upon a complicated search space with long-distance connections, and show that existing weight-sharing search algorithms mostly fail due to the existence of  ...  DARTS [17], as a pioneer differentiable framework, nections, which refers to a pair of connections (a, b) and relaxes the search space by introducing updatable architec- (c, d) that satisfies a <  ... 
arXiv:2112.02488v1 fatcat:impwnx22snah3czqhqfbz6cvgu

Dynamic Routing Networks [article]

Shaofeng Cai, Yao Shu, Wei Wang, Beng Chin Ooi
2020 arXiv   pre-print
Extensive efforts have been made to improve the accuracy with expert-designed or algorithm-searched architectures.  ...  Extensive experiments show that DRNets can reduce a substantial amount of parameter size and FLOPs during inference with prediction performance comparable to state-of-the-art architectures.  ...  Mainstream NAS algorithms [41, 42, 26] search for the network architecture iteratively. In each iteration, an architecture is proposed by the search algorithm and then trained and evaluated.  ... 
arXiv:1905.04849v5 fatcat:wmvllbypgvdbzgm3itypu3uhdq

An Outlook on the Interplay of Machine Learning and Reconfigurable Intelligent Surfaces: An Overview of Opportunities and Limitations [article]

Lina Mohjazi, Ahmed Zoha, Lina Bariah, Sami Muhaidat, Paschalis C. Sofotasios, Muhammad Ali Imran, Octavia A. Dobre
2021 arXiv   pre-print
Therefore, in view of this cutting edge technological concept, we first review the architecture and electromagnetic waves manipulation functionalities of RISs.  ...  Recent advances in programmable metasurfaces, also dubbed as reconfigurable intelligent surfaces (RISs), are envisioned to offer a paradigm shift from uncontrollable to fully tunable and customizable wireless  ...  set) and output (labels) data are necessary for algorithms to learn and an explicit input-output mapping is required [10] . • Unsupervised learning: In this method, algorithms must be able to extrapolate  ... 
arXiv:2004.00365v2 fatcat:li5tb3ylrjcujkjdbu2wdy5ggu

The Influence of Software Module Systems on Modular Verification [chapter]

Harry C. Li, Kathi Fisler, Shriram Krishnamurthi
2002 Lecture Notes in Computer Science  
Existing modular techniques have been driven by the parallel-composition semantics of hardware. New architectures for software, however, combine sequential and parallel composition.  ...  Second, it demonstrates that feature-oriented architectures reduce the need for the property decompositions that often plague modular verification.  ...  Acknowledgment The authors thank Don Batory for access to and assistance with the FSATS source and for many fruitful discussions on feature-oriented design.  ... 
doi:10.1007/3-540-46017-9_7 fatcat:lqt6iu44cbfjfixfknb65wrsyi

Leveraging Web Services Discovery with Customizable Hybrid Matching [chapter]

Natallia Kokash, Willem-Jan van den Heuvel, Vincenzo D'Andrea
2006 Lecture Notes in Computer Science  
Improving web service discovery constitutes a vital step for making the Service Oriented Computing (SOC) vision of dynamic service selection, composition and deployment, a reality.  ...  Matching allows for comparing service requests of users with descriptions of available service implementations, and sits at the heart of the service discovery process.  ...  For example, based on the number of the found services for a query after using a uniform algorithms we can alter between cascade and mixed combinations.  ... 
doi:10.1007/11948148_50 fatcat:2ktvkiklpfatzctxv33ywpojg4

Management of customizable Software-as-a-Service in cloud and network environments

Hendrik Moens, Bart Dhoedt, Filip De Turck
2016 NOMS 2016 - 2016 IEEE/IFIP Network Operations and Management Symposium  
Acknowledgments Hendrik Moens is funded by the Institute for the Promotion of Innovation by Science and Technology in Flanders (IWT).  ...  Acknowledgment Hendrik Moens is funded by the Institute for the Promotion of Innovation by Science and Technology in Flanders (IWT).  ...  Another approach for managing application customizability is by using SOA architectures.  ... 
doi:10.1109/noms.2016.7502932 dblp:conf/noms/MoensDT16 fatcat:zjxqxcrzovgpbkamv4w2svctzq

An Embodied, Platform-invariant Architecture for Connecting High-level Spatial Commands to Platform Articulation [article]

A. Jang Sher, U. Huzaifa, J. Li, V. Jain, A. Zurawski, A. LaViers
2019 arXiv   pre-print
The architecture is demonstrated through implementation on 26 spatial directions for a Rethink Robotics Baxter, an Aldebaran NAO, and a KUKA youBot.  ...  In particular, a general method for labeling connected platform linkages, generating a databank of user-specified poses, and mapping between high-level spatial commands and specific platform static configurations  ...  Acknowledgment This work was funded by DARPA award #D16AP00001 and was conducted under UIUC IRB protocol #16225.  ... 
arXiv:1904.00424v1 fatcat:czung5boazay7k66kdwokff32q

SeQUeNCe: A Customizable Discrete-Event Simulator of Quantum Networks [article]

Xiaoliang Wu, Alexander Kolar, Joaquin Chung, Dong Jin, Tian Zhong, Rajkumar Kettimuthu, Martin Suchara
2020 arXiv   pre-print
This work develops SeQUeNCe, a comprehensive, customizable quantum network simulator.  ...  This framework is suitable for simulation of quantum network prototypes that capture the breadth of current and future hardware technologies and protocols.  ...  ACKNOWLEDGMENTS We thank Eugene Wang and Siu Man Chan for contributions to the SeQUeNCe software package. We also thank Liang Jiang and Manish Kumar Singh for valuable feedback.  ... 
arXiv:2009.12000v1 fatcat:qtrtdywxbrb2fly7jf77pdy2se
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