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Co-salient object detection targets at detecting co-existed salient objects among a group of images. Recently, a generalist model for segmenting everything in context, called SegGPT, is gaining public attention. In view of its breakthrough…

计算机视觉与模式识别 · 计算机科学 2023-05-09 Yi Liu , Shoukun Xu , Dingwen Zhang , Jungong Han

Salient object detection is a problem that has been considered in detail and many solutions proposed. In this paper, we argue that work to date has addressed a problem that is relatively ill-posed. Specifically, there is not universal…

计算机视觉与模式识别 · 计算机科学 2018-03-26 Md Amirul Islam , Mahmoud Kalash , Neil D. B. Bruce

Fixation prediction (FP) in panoramic contents has been widely investigated along with the booming trend of virtual reality (VR) applications. However, another issue within the field of visual saliency, salient object detection (SOD), has…

计算机视觉与模式识别 · 计算机科学 2020-05-20 Yi Zhang , Lu Zhang , Wassim Hamidouche , Olivier Deforges

This paper presents a co-salient object detection method to find common salient regions in a set of images. We utilize deep saliency networks to transfer co-saliency prior knowledge and better capture high-level semantic information, and…

计算机视觉与模式识别 · 计算机科学 2018-10-17 Dong-ju Jeong , Insung Hwang , Nam Ik Cho

Image-based salient object detection (SOD) has been extensively explored in the past decades. However, SOD on 360$^\circ$ omnidirectional images is less studied owing to the lack of datasets with pixel-level annotations. Toward this end,…

计算机视觉与模式识别 · 计算机科学 2019-09-12 Jia Li , Jinming Su , Changqun Xia , Yonghong Tian

Inspired by the biological visual system that selectively allocates attention to efficiently identify salient objects or regions, underwater salient instance segmentation (USIS) aims to jointly address the problems of where to look…

计算机视觉与模式识别 · 计算机科学 2025-07-18 Lin Hong , Xin Wang , Yihao Li , Xia Wang

Salient object detection has recently witnessed substantial progress due to powerful features extracted using deep convolutional neural networks (CNNs). However, existing CNN-based methods operate at the patch level instead of the pixel…

计算机视觉与模式识别 · 计算机科学 2016-03-08 Guanbin Li , Yizhou Yu

In this paper, we model the salient object detection problem under a probabilistic framework encoding the boundary connectivity saliency cue and smoothness constraints in an optimization problem. We show that this problem has a closed form…

计算机视觉与模式识别 · 计算机科学 2017-11-16 Caglar Aytekin , Alexandros Iosifidis , Moncef Gabbouj

Hyperspectral salient object detection (HSOD) aims to detect spectrally salient objects in hyperspectral images (HSIs). However, existing methods inadequately utilize spectral information by either converting HSIs into false-color images or…

计算机视觉与模式识别 · 计算机科学 2023-12-05 Peifu Liu , Tingfa Xu , Huan Chen , Shiyun Zhou , Haolin Qin , Jianan Li

Deep neural network based methods have made a significant breakthrough in salient object detection. However, they are typically limited to input images with low resolutions ($400\times400$ pixels or less). Little effort has been made to…

计算机视觉与模式识别 · 计算机科学 2019-08-21 Yi Zeng , Pingping Zhang , Jianming Zhang , Zhe Lin , Huchuan Lu

The effortless detection of salient objects by humans has been the subject of research in several fields, including computer vision as it has many applications. However, salient object detection remains a challenge for many computer models…

计算机视觉与模式识别 · 计算机科学 2022-04-15 Didier Ndayikengurukiye , Max Mignotte

Segmenting salient objects in an image is an important vision task with ubiquitous applications. The problem becomes more challenging in the presence of a cluttered and textured background, low resolution and/or low contrast images. Even…

计算机视觉与模式识别 · 计算机科学 2019-05-29 Anuj Pahuja , Avishek Majumder , Anirban Chakraborty , R. Venkatesh Babu

Saliency detection has been an intuitive way to provide useful cues for object detection and segmentation, as desired for many vision and graphics applications. In this paper, we provided a robust method for salient object detection and…

计算机视觉与模式识别 · 计算机科学 2013-11-11 Richard M Jiang

A key problem in salient object detection is how to effectively model the semantic properties of salient objects in a data-driven manner. In this paper, we propose a multi-task deep saliency model based on a fully convolutional neural…

计算机视觉与模式识别 · 计算机科学 2016-08-24 Xi Li , Liming Zhao , Lina Wei , Ming-Hsuan Yang , Fei Wu , Yueting Zhuang , Haibin Ling , Jingdong Wang

Alignment-free RGB-Thermal (RGB-T) salient object detection (SOD) aims to achieve robust performance in complex scenes by directly leveraging the complementary information from unaligned visible-thermal image pairs, without requiring manual…

计算机视觉与模式识别 · 计算机科学 2024-12-20 Kunpeng Wang , Keke Chen , Chenglong Li , Zhengzheng Tu , Bin Luo

The success of existing salient object detection models relies on a large pixel-wise labeled training dataset, which is time-consuming and expensive to obtain. We study semi-supervised salient object detection, with access to a small number…

计算机视觉与模式识别 · 计算机科学 2023-11-28 Jiawei Liu , Jing Zhang , Nick Barnes

Spectral unmixing is an important and challenging problem in hyperspectral data processing. This topic has been extensively studied and a variety of unmixing algorithms have been proposed in the literature. However, the lack of publicly…

计算机视觉与模式识别 · 计算机科学 2019-02-25 Min Zhao , Jie Chen , Zhe He

Bottom-up and top-down visual cues are two types of information that helps the visual saliency models. These salient cues can be from spatial distributions of the features (space-based saliency) or contextual / task-dependent features…

计算机视觉与模式识别 · 计算机科学 2018-07-05 Nevrez Imamoglu , Wataru Shimoda , Chi Zhang , Yuming Fang , Asako Kanezaki , Keiji Yanai , Yoshifumi Nishida

Deep learning-based video salient object detection has recently achieved great success with its performance significantly outperforming any other unsupervised methods. However, existing data-driven approaches heavily rely on a large…

计算机视觉与模式识别 · 计算机科学 2019-12-02 Pengxiang Yan , Guanbin Li , Yuan Xie , Zhen Li , Chuan Wang , Tianshui Chen , Liang Lin

In recent years, deep network-based methods have continuously refreshed state-of-the-art performance on Salient Object Detection (SOD) task. However, the performance discrepancy caused by different implementation details may conceal the…

计算机视觉与模式识别 · 计算机科学 2022-02-08 Huajun Zhou , Yang Lin , Lingxiao Yang , Jianhuang Lai , Xiaohua Xie