Attention-based Network for Image/Video Salient Object Detection
المؤلف | Elharrouss, Omar |
المؤلف | Elkaitouni, Soukaina El Idrissi |
المؤلف | Akbari, Younes |
المؤلف | Al-Maadeed, Somaya |
المؤلف | Bouridane, Ahmed |
تاريخ الإتاحة | 2024-06-06T11:35:20Z |
تاريخ النشر | 2023-09 |
اسم المنشور | Proceedings - European Workshop on Visual Information Processing, EUVIP |
المعرّف | http://dx.doi.org/10.1109/EUVIP58404.2023.10323073 |
الاقتباس | Elharrouss, O., ElKaitouni, S. E., Akbari, Y., Al-Maadeed, S., & Bouridane, A. (2023, September). Attention-based Network for Image/Video Salient Object Detection. In 2023 11th European Workshop on Visual Information Processing (EUVIP) (pp. 1-6). IEEE. |
الترقيم الدولي الموحد للكتاب | 979-8-3503-4219-2 |
الرقم المعياري الدولي للكتاب | 2164-974X |
الملخص | The goal of video or image salient object detection is to identify the most important object in the scene, which can be helpful in many computer vision-based tasks. As the human vision framework has a successful capacity to effortlessly perceive locales of interest from complex scenes, salient object detection mimics a similar concept. However, the salient object detection (SOD) of complex video scenes is a challenging task. This paper mainly focuses on learning from channel and Spatiotemporal representations for image/video salient object detection. The proposed method consists of three levels, the frontend, the attention models, and the backend. While the frontend consists of VGG backbone which ultimately learns the representation of the common and the discrimination features. After that, both Attention, Channel-wise, and Spatiotemporal models are applied to highlight the significant object using a feature detector and to calculate the spatial attention. Then the output features are fused to obtain the final saliency result. Experimental investigation evaluations confirm that our proposed model has proved its validity and effectiveness compared with the state-of-the-art methods. |
اللغة | en |
الموضوع | Image Salient Object Detection Image segmentation semantic segmentation Video Salient Object Detection |
النوع | Article |
الصفحات | 1-6 |
ESSN | 2471-8963 |
الترقيم الدولي الموحد للكتاب (إلكتروني) | 979-8-3503-4218-5 |
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