4 results
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2. DS-Net: Dynamic spatiotemporal network for video salient object detection.
- Author
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Liu, Jing, Wang, Jiaxiang, Wang, Weikang, and Su, Yuting
- Subjects
- *
OBJECT recognition (Computer vision) , *OPTICAL flow , *CAMERA movement , *VIDEO surveillance , *SOURCE code , *CONVOLUTIONAL neural networks - Abstract
As moving objects always draw more attention of human eyes, the temporal motion information is always exploited complementarily with spatial information to detect salient objects in videos. Although efficient tools such as optical flow have been proposed to extract temporal motion information, it often encounters difficulties when used for saliency detection due to the movement of camera or the partial movement of salient objects. In this paper, we investigate the complementary roles of spatial and temporal information and propose a novel dynamic spatiotemporal network (DS-Net) for more effective fusion of spatiotemporal information. We construct a symmetric two-bypass network to explicitly extract spatial and temporal features. A dynamic weight generator (DWG) is designed to automatically learn the reliability of corresponding saliency branch. And a top-down cross attentive aggregation (CAA) procedure is designed to facilitate dynamic complementary aggregation of spatiotemporal features. Finally, the features are modified by spatial attention with the guidance of coarse saliency map and then go through decoder part for final saliency map. Experimental results on five benchmarks VOS, DAVIS, FBMS, SegV2, and ViSal demonstrate that the proposed method achieves superior performance than state-of-the-art algorithms. The source code is available at https://github.com/TJUMMG/DS-Net. [ABSTRACT FROM AUTHOR]
- Published
- 2022
- Full Text
- View/download PDF
3. New constructions of strongly regular Cayley graphs on abelian non p-groups.
- Author
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Momihara, Koji
- Subjects
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CAYLEY graphs , *REGULAR graphs , *COMPLETE graphs , *ORDERED groups , *DIFFERENCE sets , *ABELIAN groups , *MAGIC squares - Abstract
Davis and Jedwab (1997) established a great construction theory unifying many previously known constructions of difference sets, relative difference sets and divisible difference sets. They introduced the concept of building blocks, which played an important role in the theory. On the other hand, Polhill (2010) gave a construction of Paley type partial difference sets (conference graphs) based on a special system of building blocks, called a covering extended building set, and proved that there exists a Paley type partial difference set in an abelian group of order 9 i v 4 for any odd positive integer v > 1 and any i = 0 , 1. His result covers all orders of abelian non p -groups in which Paley type partial difference sets exist. In this paper, we give new constructions of strongly regular Cayley graphs on abelian groups by extending the theory of building blocks. The constructions are large generalizations of Polhill's construction. In particular, we show that for a positive integer m and elementary abelian groups G i , i = 1 , 2 , ... , s , of order q i 4 such that 2 m | q i + 1 , there exists a decomposition of the complete graph on the abelian group G = G 1 × G 2 × ⋯ × G s by strongly regular Cayley graphs with negative Latin square type parameters (u 2 , c (u + 1) , − u + c 2 + 3 c , c 2 + c) , where u = q 1 2 q 2 2 ⋯ q s 2 and c = (u − 1) / m. Such strongly regular decompositions were previously known only when m = 2 or G is a p -group. Moreover, we find one more new infinite family of decompositions of the complete graphs by Latin square type strongly regular Cayley graphs. Thus, we obtain many strongly regular graphs with new parameters. [ABSTRACT FROM AUTHOR]
- Published
- 2021
- Full Text
- View/download PDF
4. Overcoming shock instability of the HLLE-type Riemann solvers.
- Author
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Liu, Liqi, Li, Xiao, and Shen, Zhijun
- Subjects
- *
INTERFACE structures , *ALGORITHMS , *BEHAVIOR , *VELOCITY - Abstract
• A new explanation to shock instability is proposed. • Some theoretical research results for viscous shock structure with Davis' wave velocity algorithm are provided. • A simple but effective cure strategy which is based on the insight of shock instability is suggested. This paper concentrates on numerical shock instabilities of some approximate Riemann solvers which stem from the HLLE method, including HLLC-type and HLLEM-type flux functions. Carbuncle phenomena are illustrated for these numerical schemes, especially for those believed to be carbuncle-free, such as the HLLE scheme. A linear matrix stability analysis shows that there exists a threshold independent of shock strength to trigger instability for a given numerical scheme. In this instability mechanism, a specific cell interface in the numerical structure of shock layer is regarded as the source of instability if the density ratio between both sides of this interface exceeds the threshold. The modification by adjusting nonlinear signal velocities in these numerical schemes can change solution behaviors in the shock layer, and reduce the degree of density transition on the specific interface. A very simple cure strategy for the HLLE-type Riemann solvers is presented based on the in-depth understanding of the carbuncle onset of viscous shock. [ABSTRACT FROM AUTHOR]
- Published
- 2020
- Full Text
- View/download PDF
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