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Related papers: Alignment-Free RGB-T Salient Object Detection: A L…

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RGB and Thermal (RGBT) Salient Object Detection (SOD) aims to achieve high-quality saliency prediction by exploiting the complementary information of visible and thermal image pairs, which are initially captured in an unaligned manner.…

Computer Vision and Pattern Recognition · Computer Science 2024-06-04 Kunpeng Wang , Danying Lin , Chenglong Li , Zhengzheng Tu , Bin Luo

Salient object detection (SOD), which simulates the human visual perception system to locate the most attractive object(s) in a scene, has been widely applied to various computer vision tasks. Now, with the advent of depth sensors, depth…

Computer Vision and Pattern Recognition · Computer Science 2022-07-15 Tao Zhou , Deng-Ping Fan , Ming-Ming Cheng , Jianbing Shen , Ling Shao

Salient object detection (SOD) aims to identify the most attractive objects within an image. Depending on the type of data being detected, SOD can be categorized into various forms, including RGB, RGB-D (Depth), RGB-T (Thermal) and light…

Computer Vision and Pattern Recognition · Computer Science 2023-11-28 Xingzhao Jia , Zhongqiu Zhao , Changlei Dongye , Zhao Zhang

RGB-T salient object detection (SOD) aims to segment attractive objects by combining RGB and thermal infrared images. To enhance performance, the Segment Anything Model has been fine-tuned for this task. However, the imbalance convergence…

Computer Vision and Pattern Recognition · Computer Science 2025-10-07 Zhengyi Liu , Xinrui Wang , Xianyong Fang , Zhengzheng Tu , Linbo Wang

Salient object detection in complex scenes and environments is a challenging research topic. Most works focus on RGB-based salient object detection, which limits its performance of real-life applications when confronted with adverse…

Computer Vision and Pattern Recognition · Computer Science 2022-05-24 Zhengzheng Tu , Yan Ma , Zhun Li , Chenglong Li , Jieming Xu , Yongtao Liu

RGB-thermal salient object detection (RGB-T SOD) aims to locate the common prominent objects of an aligned visible and thermal infrared image pair and accurately segment all the pixels belonging to those objects. It is promising in…

Computer Vision and Pattern Recognition · Computer Science 2022-07-11 Xiurong Jiang , Lin Zhu , Yifan Hou , Hui Tian

This paper focuses on the inconsistency in salient regions between RGB and thermal images. To address this issue, we propose the Region-guided Selective Optimization Network for RGB-T Salient Object Detection, which consists of the region…

Computer Vision and Pattern Recognition · Computer Science 2026-03-16 Bin Wan , Runmin Cong , Xiaofei Zhou , Hao Fang , Chengtao Lv , Sam Kwong

RGB-Thermal salient object detection (SOD) combines two spectra to segment visually conspicuous regions in images. Most existing methods use boundary maps to learn the sharp boundary. These methods ignore the interactions between isolated…

Computer Vision and Pattern Recognition · Computer Science 2023-05-17 Heng Zhou , Chunna Tian , Zhenxi Zhang , Chengyang Li , Yuxuan Ding , Yongqiang Xie , Zhongbo Li

Existing RGB-T salient object detection methods predominantly rely on manually aligned and annotated datasets, struggling to handle real-world scenarios with raw, unaligned RGB-T image pairs. In practical applications, due to significant…

Computer Vision and Pattern Recognition · Computer Science 2025-12-29 Lupiao Hu , Fasheng Wang , Fangmei Chen , Fuming Sun , Haojie Li

Small object detection (SOD) has been a longstanding yet challenging task for decades, with numerous datasets and algorithms being developed. However, they mainly focus on either visible or thermal modality, while visible-thermal (RGBT)…

Computer Vision and Pattern Recognition · Computer Science 2025-02-21 Xinyi Ying , Chao Xiao , Ruojing Li , Xu He , Boyang Li , Xu Cao , Zhaoxu Li , Yingqian Wang , Mingyuan Hu , Qingyu Xu , Zaiping Lin , Miao Li , Shilin Zhou , Wei An , Weidong Sheng , Li Liu

Salient object detection (SOD) is a crucial and preliminary task for many computer vision applications, which have made progress with deep CNNs. Most of the existing methods mainly rely on the RGB information to distinguish the salient…

Computer Vision and Pattern Recognition · Computer Science 2020-06-03 Jiawei Zhao , Yifan Zhao , Jia Li , Xiaowu Chen

Given the widespread adoption of depth-sensing acquisition devices, RGB-D videos and related data/media have gained considerable traction in various aspects of daily life. Consequently, conducting salient object detection (SOD) in RGB-D…

Computer Vision and Pattern Recognition · Computer Science 2024-05-22 Ao Mou , Yukang Lu , Jiahao He , Dingyao Min , Keren Fu , Qijun Zhao

Salient object detection (SOD) in complex environments remains a challenging research topic. Most existing methods perform well in natural scenes with negligible noise, and tend to leverage multi-modal information (e.g., depth and infrared)…

Computer Vision and Pattern Recognition · Computer Science 2025-11-05 Quan Chen , Xiong Yang , Bolun Zheng , Rongfeng Lu , Xiaokai Yang , Qianyu Zhang , Yu Liu , Xiaofei Zhou

Salient object detection (SOD) is a long-standing research topic in computer vision and has drawn an increasing amount of research interest in the past decade. This paper provides the first comprehensive review and benchmark for light field…

Computer Vision and Pattern Recognition · Computer Science 2022-07-12 Keren Fu , Yao Jiang , Ge-Peng Ji , Tao Zhou , Qijun Zhao , Deng-Ping Fan

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…

Computer Vision and Pattern Recognition · Computer Science 2020-05-20 Yi Zhang , Lu Zhang , Wassim Hamidouche , Olivier Deforges

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,…

Computer Vision and Pattern Recognition · Computer Science 2019-09-12 Jia Li , Jinming Su , Changqun Xia , Yonghong Tian

RGB-thermal salient object detection (SOD) aims to segment the common prominent regions of visible image and corresponding thermal infrared image that we call it RGBT SOD. Existing methods don't fully explore and exploit the potentials of…

Computer Vision and Pattern Recognition · Computer Science 2021-07-07 Zhengzheng Tu , Zhun Li , Chenglong Li , Yang Lang , Jin Tang

Image salient object detection (SOD) is an active research topic in computer vision and multimedia area. Fusing complementary information of RGB and depth has been demonstrated to be effective for image salient object detection which is…

Computer Vision and Pattern Recognition · Computer Science 2020-05-19 Bo Jiang , Zitai Zhou , Xiao Wang , Jin Tang , Bin Luo

Image-based salient object detection (SOD) has been extensively studied in the past decades. However, video-based SOD is much less explored since there lack large-scale video datasets within which salient objects are unambiguously defined…

Computer Vision and Pattern Recognition · Computer Science 2017-05-10 Jia Li , Changqun Xia , Xiaowu Chen

With the rapid development of depth sensor, more and more RGB-D videos could be obtained. Identifying the foreground in RGB-D videos is a fundamental and important task. However, the existing salient object detection (SOD) works only focus…

Computer Vision and Pattern Recognition · Computer Science 2024-09-20 Junhao Lin , Lei Zhu , Jiaxing Shen , Huazhu Fu , Qing Zhang , Liansheng Wang
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