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RGBT tracking draws increasing attention because its robustness in multi-modal warranting (MMW) scenarios, such as nighttime and adverse weather conditions, where relying on a single sensing modality fails to ensure stable tracking results.…

计算机视觉与模式识别 · 计算机科学 2026-03-18 Zhangyong Tang , Tianyang Xu , Zhenhua Feng , Xuefeng Zhu , Chunyang Cheng , Xiao-Jun Wu , Josef Kittler

Existing Transformer-based RGBT trackers achieve remarkable performance benefits by leveraging self-attention to extract uni-modal features and cross-attention to enhance multi-modal feature interaction and template-search correlation…

计算机视觉与模式识别 · 计算机科学 2024-08-06 Yun Xiao , Jiacong Zhao , Andong Lu , Chenglong Li , Yin Lin , Bing Yin , Cong Liu

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…

计算机视觉与模式识别 · 计算机科学 2023-11-28 Xingzhao Jia , Zhongqiu Zhao , Changlei Dongye , Zhao Zhang

Accurate and fast foreground object extraction is very important for object tracking and recognition in video surveillance. Although many background subtraction (BGS) methods have been proposed in the recent past, it is still regarded as a…

计算机视觉与模式识别 · 计算机科学 2018-12-13 Dongdong Zeng , Xiang Chen , Ming Zhu , Michael Goesele , Arjan Kuijper

RGBD (RGB plus depth) object tracking is gaining momentum as RGBD sensors have become popular in many application fields such as robotics.However, the best RGBD trackers are extensions of the state-of-the-art deep RGB trackers. They are…

计算机视觉与模式识别 · 计算机科学 2021-09-01 Song Yan , Jinyu Yang , Jani Käpylä , Feng Zheng , Aleš Leonardis , Joni-Kristian Kämäräinen

RGB-T tracking leverages the complementary strengths of RGB and thermal infrared (TIR) modalities to address challenging scenarios such as low illumination and adverse weather. However, existing methods often fail to effectively integrate…

计算机视觉与模式识别 · 计算机科学 2025-01-22 Zhongxuan Zhang , Bi Zeng , Xinyu Ni , Yimin Du

As the electromagnetic environment becomes increasingly complex, Global Navigation Satellite Systems (GNSS) face growing threats from sophisticated jamming interference. Although Deep Learning (DL) effectively identifies basic interference,…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Zhihan Zeng , Yang Zhao , Kaihe Wang , Dusit Niyato , Hongyuan Shu , Junchu Zhao , Yanjun Huang , Yue Xiu , Zhongpei Zhang , Ning Wei

Growing interests in RGB-D salient object detection (RGB-D SOD) have been witnessed in recent years, owing partly to the popularity of depth sensors and the rapid progress of deep learning techniques. Unfortunately, existing RGB-D SOD…

计算机视觉与模式识别 · 计算机科学 2022-05-17 Wei Ji , Jingjing Li , Qi Bi , Chuan Guo , Jie Liu , Li Cheng

Accurate sign language understanding serves as a crucial communication channel for individuals with disabilities. Current sign language translation algorithms predominantly rely on RGB frames, which may be limited by fixed frame rates,…

计算机视觉与模式识别 · 计算机科学 2025-03-11 Xiao Wang , Yuehang Li , Fuling Wang , Bo Jiang , Yaowei Wang , Yonghong Tian , Jin Tang , Bin Luo

RGB-D saliency detection aims to fuse multi-modal cues to accurately localize salient regions. Existing works often adopt attention modules for feature modeling, with few methods explicitly leveraging fine-grained details to merge with…

计算机视觉与模式识别 · 计算机科学 2023-04-19 Zongwei Wu , Guillaume Allibert , Fabrice Meriaudeau , Chao Ma , Cédric Demonceaux

Accurate and stable field-of-view (FoV) guidance is critical for safe and efficient minimally invasive surgery, yet existing approaches often conflate visual attention estimation with downstream camera control or rely on direct…

计算机视觉与模式识别 · 计算机科学 2026-02-25 Rulin Zhou , Guankun Wang , An Wang , Yujie Ma , Lixin Ouyang , Bolin Cui , Junyan Li , Chaowei Zhu , Mingyang Li , Ming Chen , Xiaopin Zhong , Peng Lu , Jiankun Wang , Xianming Liu , Hongliang Ren

RGBT tracking receives a surge of interest in the computer vision community, but this research field lacks a large-scale and high-diversity benchmark dataset, which is essential for both the training of deep RGBT trackers and the…

计算机视觉与模式识别 · 计算机科学 2021-12-22 Chenglong Li , Wanlin Xue , Yaqing Jia , Zhichen Qu , Bin Luo , Jin Tang , Dengdi Sun

Spacecraft pose estimation is crucial for autonomous in-space operations, such as rendezvous, docking and on-orbit servicing. Vision-based pose estimation methods, which typically employ RGB imaging sensors, is a compelling solution for…

计算机视觉与模式识别 · 计算机科学 2025-11-04 Mohsi Jawaid , Marcus Märtens , Tat-Jun Chin

Event cameras provide high dynamic range and microsecond-level temporal resolution, making them well-suited for indoor robot navigation, where conventional RGB cameras degrade under fast motion or low-light conditions. Despite advances in…

Semantic segmentation of RGB-D images involves understanding the appearance and spatial relationships of objects within a scene, which requires careful consideration of various factors. However, in indoor environments, the simple input of…

计算机视觉与模式识别 · 计算机科学 2023-12-07 Shuai Zhang , Minghong Xie

Hyperspectral images super-resolution aims to improve the spatial resolution, yet its performance is often limited at high-resolution ratios. The recent adoption of high-resolution reference images for super-resolution is driven by the poor…

计算机视觉与模式识别 · 计算机科学 2026-01-06 Yingkai Zhang , Zeqiang Lai , Tao Zhang , Ying Fu , Chenghu Zhou

Compared with traditional RGB-only visual tracking, few datasets have been constructed for RGB-D tracking. In this paper, we propose ARKitTrack, a new RGB-D tracking dataset for both static and dynamic scenes captured by consumer-grade…

计算机视觉与模式识别 · 计算机科学 2023-03-27 Haojie Zhao , Junsong Chen , Lijun Wang , Huchuan Lu

RGBD object tracking is gaining momentum in computer vision research thanks to the development of depth sensors. Although numerous RGBD trackers have been proposed with promising performance, an in-depth review for comprehensive…

计算机视觉与模式识别 · 计算机科学 2022-03-29 Jinyu Yang , Zhe Li , Song Yan , Feng Zheng , Aleš Leonardis , Joni-Kristian Kämäräinen , Ling Shao

Text-guided multispectral object detection uses text semantics to guide semantic-aware cross-modal interaction between RGB and IR for more robust perception. However, notable limitations remain: (1) existing methods often use text only as…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Jiaqi Wu , Zhen Wang , Enhao Huang , Kangqing Shen , Yulin Wang , Yang Yue , Yifan Pu , Gao Huang

Pattern recognition through the fusion of RGB frames and Event streams has emerged as a novel research area in recent years. Current methods typically employ backbone networks to individually extract the features of RGB frames and event…

计算机视觉与模式识别 · 计算机科学 2023-12-01 Dong Li , Jiandong Jin , Yuhao Zhang , Yanlin Zhong , Yaoyang Wu , Lan Chen , Xiao Wang , Bin Luo