In this paper, we propose a novel crowd detection method for drone safe landing, based on an extremely light and fast fully convolutional neural network. Such a computer vision application takes advantage of the techn...
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ISBN:
(纸本)9783030389192;9783030389185
In this paper, we propose a novel crowd detection method for drone safe landing, based on an extremely light and fast fully convolutional neural network. Such a computer vision application takes advantage of the technical tools some commercial drones are equipped with. the proposed architecture is based on a two-loss model in which the main classification task, aimed at distinguishing between crowded and non-crowded scenes, is simultaneously assisted by a regression task, aimed at people counting. In addition, the proposed method provides class activation heatmaps, useful to semantically augment the flight maps. To evaluate the effectiveness of the proposed approach, we used the challenging VisDrone dataset, characterized by a very large variety of locations, environments, lighting conditions, and so on. the model developed by the proposed two-loss deep architecture achieves good values of prediction accuracy and average precision, outperforming models developed by a similar one-loss architecture and a more classic scheme based on MobileNet. Moreover, by lowering the confidence threshold, the network achieves very high recall, without sacrificing too much precision. the method also compares favorably withthe state-of-the-art, providing an effective and efficient tool for several safe drone applications.
the international conference on currenttrends in the theory and practice of informatics SOFSEM 2000 was held 25 November–2 December 2000 in the c- ference facilities of the Dev?et Skal (Nine Rocks) Hotel, Milovy, Cz...
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ISBN:
(数字)9783540444114
ISBN:
(纸本)9783540413486
the international conference on currenttrends in the theory and practice of informatics SOFSEM 2000 was held 25 November–2 December 2000 in the c- ference facilities of the Dev?et Skal (Nine Rocks) Hotel, Milovy, Czech-Moravian Highlands, the Czech Republic. It was already the 27th annual meeting in the series of SOFSEM conferences organized in either the Czech or the Slovak Rep- lic. Since its establishment in 1974, SOFSEM has gone through a long dev- opment in parallel withthe entire ?eld of informatics. currently SOFSEM is a wide-scope, multidisciplinary conference, with stress on the interplay between the theory and practice of informatics. the SOFSEM scienti?c program consists mainly of invited talks which determine the topics of the conference. Invited talks are complemented by short refereed talks contributed by SOFSEM parti- pants. the topics of invited talks are chosen so as to cover the span from theory to practice and to bring interesting research areas to the attention of conf- ence participants. For the year 2000, the following three streams were chosen for presentation by the SOFSEM Steering Committee: – trends in Algorithmics – Information Technologies in practice – Computational Perception the above streams were covered through 16 invited talks given by prominent researchers. there were 18 contributed talks also presented, chosen by the int- national Program Committee from among 36 submitted papers. the program also included a panel on lessons learned from the Y2K problem.
A distributed algorithm for the single source shortest path problem for directed graphs with arbitrary edge lengths is proposed. the new algorithm is basedon relaxations anduses reverse search for inspecting edges and...
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Lamport’s Bakery algorithm is among the best known mutual exclusion algorithms. A drawback of Lamport’s algorithm is that it requires unbounded registers for communication among processes. By making a small modifica...
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Online computation is a concept to model uncertainty where not all information on a problem instance is known in advance. An online algorithm receives requests which reveal the instance piecewise and has to respond wi...
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ISBN:
(纸本)9783031521126;9783031521133
Online computation is a concept to model uncertainty where not all information on a problem instance is known in advance. An online algorithm receives requests which reveal the instance piecewise and has to respond with irrevocable decisions. Often, an adversary is assumed that constructs the instance knowing the deterministic behavior of the algorithm. thus, the adversary is able to tailor the input to any online algorithm. From a game theoretical point of view, the adversary and the online algorithm are players in an asymmetric two-player game. To overcome this asymmetry, the online algorithm is equipped with an isomorphic copy of the graph, which is referred to as unlabeled map. By applying the game theoretical perspective on online graph problems, where the solution is a subset of the vertices, we analyze the complexity of these online vertex subset games. For this, we introduce a framework for reducing online vertex subset games from TQBF. this framework is based on gadget reductions from 3-SATISFIABILITY to the corresponding offline problem. We further identify a set of rules for extending the 3-SATISFIABILITY-reduction and provide schemes for additional gadgets which assure that these rules are fulfilled. By extending the gadget reduction of the vertex subset problem withthese additional gadgets, we obtain a reduction for the corresponding online vertex subset game. At last, we provide example reductions for online vertex subset games based on VERTEX COVER, INDEPENDENT SET, and DOMINATING SET, proving that they are PSPACE-complete. thus, this paper establishes that the online version with a map of NP-complete vertex subset problems form a large class of PSPACE-complete problems.
In order to realize safe and accurate homing of powered parafoils with insufficient altitude,a multiphase homing trajectory planning scheme is proposed making use of basic flight characteristics of powered *** the bas...
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ISBN:
(纸本)9781509009107
In order to realize safe and accurate homing of powered parafoils with insufficient altitude,a multiphase homing trajectory planning scheme is proposed making use of basic flight characteristics of powered *** the basis of geometric relationships of each phase trajectory,the problem of trajectory planning is transformed to a parameters optimizing ***,a new particle swarm optimization(PSO) algorithm based on chaos searching(CPSO) is proposed,of which global searching ability and the speed of convergence is significantly ***,CPSO is applied as a tool to optimize the established objective function,and the designed parameters of the multiphase homing trajectory are *** simulation results show that the multiphase homing trajectory of powered parafoils can fulfill the requirements of fixed-point homing and upwind landing under the condition of insufficient initial altitude,which is simple in control and facile in practice as well.
Dependent types allow us to express precisely what a function is intended to do. Recent work on Quantitative Type theory (QTT) extends dependent type systems with linearity, also allowing precision in expressing when ...
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this book constitutes the joint refereed proceedings of the 5th International Frontiers of Algorithmics Workshop, FAW 2011, and the 7th International conference on Algorithmic Aspects in Information and Management, AA...
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ISBN:
(数字)9783642212048
ISBN:
(纸本)9783642212031
this book constitutes the joint refereed proceedings of the 5th International Frontiers of Algorithmics Workshop, FAW 2011, and the 7th International conference on Algorithmic Aspects in Information and Management, AAIM 2011, jointly held in Jinhua, China, in May 2011. the 35 revised full papers presented together with 4 invited talks were carefully reviewed and selected from 92 submissions. the papers cover a wide range of topics in the areas of algorithmics, combinatorial optimization and their applications presenting currenttrends of research.
In the present paper we investigate four relatively independent issues, which complete our knowledge regarding the computational aspects of popular Hopfield nets. In Section 2 of the paper, the computational equivalen...
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