• Title/Summary/Keyword: objectness

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Multi-scale Diffusion-based Salient Object Detection with Background and Objectness Seeds

  • Yang, Sai;Liu, Fan;Chen, Juan;Xiao, Dibo;Zhu, Hairong
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.12 no.10
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    • pp.4976-4994
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    • 2018
  • The diffusion-based salient object detection methods have shown excellent detection results and more efficient computation in recent years. However, the current diffusion-based salient object detection methods still have disadvantage of detecting the object appearing at the image boundaries and different scales. To address the above mentioned issues, this paper proposes a multi-scale diffusion-based salient object detection algorithm with background and objectness seeds. In specific, the image is firstly over-segmented at several scales. Secondly, the background and objectness saliency of each superpixel is then calculated and fused in each scale. Thirdly, manifold ranking method is chosen to propagate the Bayessian fusion of background and objectness saliency to the whole image. Finally, the pixel-level saliency map is constructed by weighted summation of saliency values under different scales. We evaluate our salient object detection algorithm with other 24 state-of-the-art methods on four public benchmark datasets, i.e., ASD, SED1, SED2 and SOD. The results show that the proposed method performs favorably against 24 state-of-the-art salient object detection approaches in term of popular measures of PR curve and F-measure. And the visual comparison results also show that our method highlights the salient objects more effectively.

Correlation Filter Based Thermal Object Tracking Using Objectness Feature (객체성 특징을 활용한 Correlation Filter 기반 열화상 객체 추적 기법)

  • Jung, Hyeonseok;Kim, Wonjun
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2019.06a
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    • pp.89-91
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    • 2019
  • 객체 추적 기술은 컴퓨터 비전 분야에서 활발하게 연구되고 있는 분야로, 인간-컴퓨터 상호작용(HCI)이나 로보틱스, 그리고 자율주행 자동차와 같은 곳에 유용하게 사용될 수 있다. 그중에서도 열화상 객체 추적 기술은 빛이 전혀 없는 어두운 밤에도 적용 가능하기 때문에, 감시 시스템이나 사고 현장의 구조 상황, 또는 군사적 응용에 더욱 유용하다. 그러나 일반적으로 열화상 영상은 컬러 영상보다 해상도가 낮고, 객체의 경계가 흐릿하며, 텍스쳐가 거의 없다는 점 때문에 기존 추적 방법들의 성능 저하의 원인이 된다. 이에 본 논문은 기존 Correlation Filter 기반 추적기에 객체성 특징을 함께 이용하여, 열화상 영상에서의 객체 추적 성능을 향상 시키는 방법을 제안하였다. 또한 실험을 통해 기존 방법보다 열화상 영상에서의 객체 추적 성능이 향상된 것을 보였다.

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Mythologies of Design Thinking: Based on Roland Barthes's Mythologies (디자인 씽킹의 신화성 - 롤랑바르트 기호의 신화론을 배경으로)

  • Kim, Kyung-Won
    • 기호학연구
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    • no.57
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    • pp.7-26
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    • 2018
  • The purpose of this paper is to interpret the discourse on design thinking through the perspective of Roland Barthes' Mythologies. To this end, this paper will explore the mythologization process of design thinking using the methodological framework of Barthes, which structurally interprets the connotations produced using semiosis. Design thinking originally refers to a method which is used in the process of planning ideas about designs in order to create the final products for professional designs. However, design thinking has recently attracted more interest from the public because it has become known as a tool for solving various problems which exist outside of the field of design, such as social issues, management, and marketing strategies. Barthes points out that myths are used as a tool to deliver ideologies. He also emphasizes the importance of 'structural thinking'. It interprets the inherent connotative meanings more than the denotative meanings, which are explicitly shown. One of the most powerful ideologies which our society embraces today is creativity. Design thinking realizes the manifestation of creativity through a schematized process. This can be explained by considering design thinking as an icon that is specifically turned into a figuration to realize its objectness, in which a discourse for solving issues and social codes meet together and form a mythology. The mythologies that Barthes cites in his book refer to mythical values created by the cultural codes which humans have produced in our modern and contemporary age. The symbolic value of design thinking has become more important than the signifier which design thinking itself presents. This means that design thinking has become a sign that has mythical properties. In other words, the ideology of creativity embodied by design thinking has attained a mythological status, as it produces a new cultural code through innovation. The process of interpreting a phenomenon using the perspective of semiotics is an important tool that allows us to examine the concept of an object and its surroundings thoroughly. This paper attempts to expand the external scope of critical analysis about social phenomena by using the signs which continuously reveal themselves in common ideologies, such as design thinking, which has been gaining more popularity recently.