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Confidence Propagation Cluster: Unleash Full Potential of Object Detectors [article]

Yichun Shen, Wanli Jiang, Zhen Xu, Rundong Li, Junghyun Kwon, Siyi Li
2022 arXiv   pre-print
In this paper, inspired by belief propagation (BP), we propose the Confidence Propagation Cluster (CP-Cluster) to replace NMS-based methods, which is fully parallelizable as well as better in accuracy.  ...  We verified the effectiveness of CP-Cluster by applying it to various mainstream detectors such as FasterRCNN, SSD, FCOS, YOLOv3, YOLOv5, Centernet etc.  ...  In the meantime, it shows huge potential to be applied in real-time tasks due to its full parallelism. Related Works Two-stage object detection.  ... 
arXiv:2112.00342v4 fatcat:ek25b6qsbbhdtcqobya6lryn54

Practical Attacks Against Graph-based Clustering [article]

Yizheng Chen, Yacin Nadji, Athanasios Kountouras, Fabian Monrose, Roberto Perdisci, Manos Antonakakis, Nikolaos Vasiloglou
2017 arXiv   pre-print
We design and evaluate two novel graph attacks against a state-of-the-art network-level, graph-based detection system.  ...  Even though less informed attackers can evade graph clustering with low cost, we show that some practical defenses are possible.  ...  Any opinions, findings, and conclusions or recommendations expressed in this material are those of the authors and do not necessarily reflect the views of the US Department of Commerce, National Science  ... 
arXiv:1708.09056v1 fatcat:eirhmtvlvjckdh35qvfnwfhg54

Report from the A.I. For Nuclear Physics Workshop [article]

Paulo Bedaque, Amber Boehnlein, Mario Cromaz, Markus Diefenthaler, Latifa Elouadrhiri, Tanja Horn, Michelle Kuchera, David Lawrence, Dean Lee, Steven Lidia, Robert McKeown, Wally Melnitchouk (+6 others)
2020 arXiv   pre-print
The workshop consisted of plenary talks, as well as six working groups.  ...  The workshop brought together 184 scientists to explore opportunities for Nuclear Physics in the area of Artificial Intelligence.  ...  Potentially radical advances can be expected along this direction once the full power of AI is unleashed in this problem.  ... 
arXiv:2006.05422v2 fatcat:z3svctuwqbd53nr27xuusx27j4

Probing Dynamical Spacetimes with Gravitational Waves [chapter]

Chris Van Den Broeck
2014 Springer Handbook of Spacetime  
the noisy detector output as well as the expectation that most sources will be near the threshold of detectability.  ...  , as well as with space-based detectors.  ...  Acknowledgements The author is supported by the research programme of the Foundation for  ... 
doi:10.1007/978-3-642-41992-8_27 fatcat:ifkjju4mivbtbcnvavrde4viee

The Gravitational Wave International Committee Roadmap: The future of gravitational wave astronomy [article]

Jay Marx, Karsten Danzmann, James Hough, Kazuaki Kuroda, David McClelland, Benoit Mours, Sterl Phinney, Sheila Rowan, B. Sathyaprakash, Flavio Vetrano, Stefano Vitale, Stan Whitcomb, Clifford Will (for the Gravitational Wave International Committee)
2011 arXiv   pre-print
Gravitational wave science is on the verge of direct observation of the waves predicted by Einstein's General Theory of Relativity and opening the exciting new field of gravitational wave astronomy.  ...  roadmap for the field of gravitational wave science with a 30-year horizon.  ...  with other signals (electromagnetic, neutrino) realizes its full potential.  ... 
arXiv:1111.5825v1 fatcat:b33hogi2kvft5ghwcjvph5jzvi

An orchestration approach for unwanted Internet traffic identification

Eduardo Feitosa, Eduardo Souto, Djamel H. Sadok
2012 Computer Networks  
Internet Actions Anomaly Detectors Anomaly detectors implement the intelligence necessary to analyze traffic information from its sensors looking for potential attacks or abnormal events.  ...  in the testbed....FIGURE 8.3: Full OADS Testbed TopologyTABLE 8.3: Distribution of detectors in OADS testbed PC2 (Attacker) PC1 PC24 (Attacker) Intermet PC23 Switch Switch PC26 (Attacker  ... 
doi:10.1016/j.comnet.2012.04.018 fatcat:2aeso6gfq5dmhixzfzpjo7jrwm

Quantum control experiments as a testbed for evolutionary multi-objective algorithms

Ofer M. Shir, Jonathan Roslund, Zaki Leghtas, Herschel Rabitz
2012 Genetic Programming and Evolvable Machines  
We investigate the behavior of the multi-objective version of the covariance aatrix adaptation evolution strategy (MO-CMA-ES) and assess its performance on computer simulations as well as on laboratory  ...  Experimental multi-objective Quantum Control is an emerging topic within the broad physics and chemistry applications domain of controlling quantum phenomena.  ...  , a potentially large number of simultaneous objectives.  ... 
doi:10.1007/s10710-012-9164-7 fatcat:pupwmp4nnvewvelf7smllho4ky

HYDRA

Siyuan Liu, Shuhui Wang, Feida Zhu, Jinbo Zhang, Ramayya Krishnan
2014 Proceedings of the 2014 ACM SIGMOD international conference on Management of data - SIGMOD '14  
and more accurate profiling of users.  ...  constructing structural consistency graph to measure the high-order structure consistency on users' core social structures across different platforms; and (III) learning the mapping function by multi-objective  ...  Based on (II), we develop a linkage function learning methodology by taking full advantage of the agreement of the social structure level behavior consistency.  ... 
doi:10.1145/2588555.2588559 dblp:conf/sigmod/LiuWZZK14 fatcat:osatik6fcfhbxcjugwvtvzvslq

Microarcsecond Astrometry: Science Highlights from Gaia [article]

Anthony G.A. Brown
2021 arXiv   pre-print
21st magnitude over the full sky. * Gaia provides splendid astrometry but at the limits of the data small systematic errors are present.  ...  A good understanding of the Hipparcos/Gaia astrometry concept, and of the data collection and processing, provides insights into the origins of the systematic errors and how to mitigate their effects.  ...  This work made use of the following software: Astropy, a communitydeveloped core Python package for Astronomy (Astropy Collaboration et al. 2013, http://www.astropy.org), IPython (Pérez & Granger 2007  ... 
arXiv:2102.11712v1 fatcat:d6ytlelu3bac7fphkxamufoe3i

Quantum Control Experiments as a Testbed for Evolutionary Multi-Objective Algorithms [article]

Ofer M. Shir, Jonathan Roslund, Zaki Leghtas, Herschel Rabitz
2011 arXiv   pre-print
We investigate the behavior of the multi-objective version of the Covariance Matrix Adaptation Evolution Strategy (MO-CMA-ES) and assess its performance on computer simulations as well as on laboratory  ...  Experimental multi-objective Quantum Control is an emerging topic within the broad physics and chemistry applications domain of controlling quantum phenomena.  ...  , a potentially large number of simultaneous objectives.  ... 
arXiv:1112.5424v1 fatcat:jwvnpwecbbdwbjl47up2bma73m

Light propagation in Extreme Conditions - The role of optically clear tissues and scattering layers in optical biomedical imaging [article]

Daniele Ancora
2017 arXiv   pre-print
Firstly, we will discuss the light propagation in diffusive biological tissues considering the particular case of the presence of optically transparent regions enclosed in a highly scattering environment  ...  Especially for biological samples, the high number of scattering events occurring during the photon propagation process limit the penetration depth and the possibility to outperform direct imaging in thicker  ...  We also acknowledge support from the Institute of Molecular Biology and Biotechnology of the Foundation for Research and Technology -Hellas for the use of the cell culture facilities.  ... 
arXiv:1706.09409v1 fatcat:qydaizfmhnee5psqqvkmghxe2e

Strategic Plan for a Scientific Software Innovation Institute (S2I2) for High Energy Physics [article]

Peter Elmer, Mark Neubauer, Michael D. Sokoloff
2018 arXiv   pre-print
The strategic plan presented in this report is the result of a conceptualization process carried out to explore how a potential Scientific Software Innovation Institute (S2I2) for High Energy Physics (  ...  The NSF and the DOE are planning large investments in detector upgrades so the HL-LHC can operate in this high-rate environment.  ...  The full discovery potential of the Higgs will be unleashed by percent-level precision studies of the Higgs properties.  ... 
arXiv:1712.06592v2 fatcat:gm6v2suqj5dkphccrp4bcsymau

AbstractBook_OPTO2017.pdf

Michał Mikołajczyk
2017 Figshare  
The Book of Abstracts of the OPTO2017 Conference held in Warsaw  ...  It will lower the shadow effect and gives 40% of efficiency.  ...  With the simplicity of production it is a reasonable compromise In this article is presented hybrid diffractive structure consisting of phase encoded as a kinoform in the center and binary phase on the  ... 
doi:10.6084/m9.figshare.5146993.v1 fatcat:oaoupvmmgzbpboo32bs5775ypq

AbstractBook_OPTO2017.pdf

Michał Mikołajczyk
2017 Figshare  
The Book of Abstracts of the OPTO2017 Conference held in Warsaw  ...  It will lower the shadow effect and gives 40% of efficiency.  ...  With the simplicity of production it is a reasonable compromise In this article is presented hybrid diffractive structure consisting of phase encoded as a kinoform in the center and binary phase on the  ... 
doi:10.6084/m9.figshare.5146993 fatcat:di5yptwolfa2hjypnxqmyemqby

Smart computational light microscopes (SCLMs) of smart computational imaging laboratory (SCILab)

Yao Fan, Jiaji Li, Linpeng Lu, Jiasong Sun, Yan Hu, Jialin Zhang, Zhuoshi Li, Qian Shen, Bowen Wang, Runnan Zhang, Qian Chen, Chao Zuo
2021 PhotoniX  
of micro-objects.  ...  Nevertheless, most computational microscopy techniques are still at an early stage of "proof of concept" or "proof of prototype" (based on commercially available microscope platforms).  ...  When everything is vague and full of uncertainties, they sacrificed their time writing papers and working day and night as software programmers, hardware designers, mechanical engineers, or even cell cultures  ... 
doi:10.1186/s43074-021-00040-2 fatcat:p22txdl7ubeidnwxiuaoj7udxi
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