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相关论文: RGBT Salient Object Detection: A Large-scale Datas…

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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

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

This paper identifies and addresses a serious design bias of existing salient object detection (SOD) datasets, which unrealistically assume that each image should contain at least one clear and uncluttered salient object. This design bias…

计算机视觉与模式识别 · 计算机科学 2024-02-21 Deng-Ping Fan , Jing Zhang , Gang Xu , Ming-Ming Cheng , Ling Shao

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

Detection of salient objects in image and video is of great importance in many computer vision applications. In spite of the fact that the state of the art in saliency detection for still images has been changed substantially over the last…

计算机视觉与模式识别 · 计算机科学 2020-02-24 Mohammad Shokri , Ahad Harati , Kimya Taba

Current methods aggregate multi-level features or introduce edge and skeleton to get more refined saliency maps. However, little attention is paid to how to obtain the complete salient object in cluttered background, where the targets are…

计算机视觉与模式识别 · 计算机科学 2023-01-19 Ge Zhu , Jinbao Li , Yahong Guo

Beneficial from Fully Convolutional Neural Networks (FCNs), saliency detection methods have achieved promising results. However, it is still challenging to learn effective features for detecting salient objects in complicated scenarios, in…

计算机视觉与模式识别 · 计算机科学 2020-04-07 Sina Mohammadi , Mehrdad Noori , Ali Bahri , Sina Ghofrani Majelan , Mohammad Havaei

Despite recent improvements in computer vision, artificial visual systems' design is still daunting since an explanation of visual computing algorithms remains elusive. Salient object detection is one problem that is still open due to the…

计算机视觉与模式识别 · 计算机科学 2023-03-24 Gustavo Olague , Jose Armando Menendez-Clavijo , Matthieu Olague , Arturo Ocampo , Gerardo Ibarra-Vazquez , Rocio Ochoa , Roberto Pineda

We present an advanced study on more challenging high-resolution salient object detection (HRSOD) from both dataset and network framework perspectives. To compensate for the lack of HRSOD dataset, we thoughtfully collect a large-scale high…

计算机视觉与模式识别 · 计算机科学 2024-08-05 Changqun Xia , Chenxi Xie , Zhentao He , Tianshu Yu , Jia Li

Applying salient object detection (SOD) to RGB-D videos is an emerging task called RGB-D VSOD and has recently gained increasing interest, due to considerable performance gains of incorporating motion and depth and that RGB-D videos can be…

计算机视觉与模式识别 · 计算机科学 2025-07-30 Jiahao He , Daerji Suolang , Keren Fu , Qijun Zhao

Deep learning based salient object detection has recently achieved great success with its performance greatly outperforms any other unsupervised methods. However, annotating per-pixel saliency masks is a tedious and inefficient procedure.…

计算机视觉与模式识别 · 计算机科学 2018-03-20 Guanbin Li , Yuan Xie , Liang Lin

Detecting tiny objects in multimodal Red-Green-Blue-Thermal (RGBT) imagery is a critical challenge in computer vision, particularly in surveillance, search and rescue, and autonomous navigation. Drone-based scenarios exacerbate these…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Peiran Peng , Tingfa Xu , Liqiang Song , Mengqi Zhu , Yuqiang Fang , Jianan Li

Current RGB-D methods usually leverage large-scale backbones to improve accuracy but sacrifice efficiency. Meanwhile, several existing lightweight methods are difficult to achieve high-precision performance. To balance the efficiency and…

计算机视觉与模式识别 · 计算机科学 2025-05-09 Songsong Duan , Xi Yang , Nannan Wang , Xinbo Gao

Salient object detection has become an important task in many image processing applications. The existing approaches exploit background prior and contrast prior to attain state of the art results. In this paper, instead of using background…

计算机视觉与模式识别 · 计算机科学 2015-06-25 Sai Srivatsa R , R. Venkatesh Babu

Existing RGB-D salient object detection (SOD) approaches concentrate on the cross-modal fusion between the RGB stream and the depth stream. They do not deeply explore the effect of the depth map itself. In this work, we design a single…

计算机视觉与模式识别 · 计算机科学 2020-07-16 Xiaoqi Zhao , Lihe Zhang , Youwei Pang , Huchuan Lu , Lei Zhang

Salient human detection (SHD) in dynamic 360{\deg} immersive videos is of great importance for various applications such as robotics, inter-human and human-object interaction in augmented reality. However, 360{\deg} video SHD has been…

计算机视觉与模式识别 · 计算机科学 2021-12-23 Yi Zhang , Lu Zhang , Kang Wang , Wassim Hamidouche , Olivier Deforges

RGB-Thermal object tracking attempt to locate target object using complementary visual and thermal infrared data. Existing RGB-T trackers fuse different modalities by robust feature representation learning or adaptive modal weighting.…

计算机视觉与模式识别 · 计算机科学 2019-08-14 Rui Yang , Yabin Zhu , Xiao Wang , Chenglong Li , Jin Tang

As an essential problem in computer vision, salient object detection (SOD) has attracted an increasing amount of research attention over the years. Recent advances in SOD are predominantly led by deep learning-based solutions (named deep…

计算机视觉与模式识别 · 计算机科学 2021-01-12 Wenguan Wang , Qiuxia Lai , Huazhu Fu , Jianbing Shen , Haibin Ling , Ruigang Yang

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

Benefiting from color independence, illumination invariance and location discrimination attributed by the depth map, it can provide important supplemental information for extracting salient objects in complex environments. However,…

计算机视觉与模式识别 · 计算机科学 2022-12-14 Xiaoqi Zhao , Youwei Pang , Lihe Zhang , Huchuan Lu