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Related papers: Visible-Thermal UAV Tracking: A Large-Scale Benchm…

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Wildfire monitoring requires timely, actionable situational awareness from airborne platforms, yet existing aerial visual question answering (VQA) benchmarks do not evaluate wildfire-specific multimodal reasoning grounded in thermal…

Computer Vision and Pattern Recognition · Computer Science 2026-04-23 Mobin Habibpour , Niloufar Alipour Talemi , John Spodnik , Camren J. Khoury , Fatemeh Afghah

Reliable UAV object detection requires robustness to illumination changes, motion blur, and scene dynamics that suppress RGB cues. Thermal long-wave infrared (LWIR) sensing preserves contrast in low light, and event cameras retain…

Computer Vision and Pattern Recognition · Computer Science 2026-04-21 Craig Iaboni , Pramod Abichandani

Research in Anti-UAV (Unmanned Aerial Vehicle) tracking has explored various modalities, including RGB, TIR, and RGB-T fusion. However, a unified framework for cross-modal collaboration is still lacking. Existing approaches have primarily…

Computer Vision and Pattern Recognition · Computer Science 2025-12-03 Qionglin Ren , Dawei Zhang , Chunxu Tian , Dan Zhang

Unmanned aerial vehicle (UAV) tracking is critical for applications like surveillance, search-and-rescue, and autonomous navigation. However, the high-speed movement of UAVs and targets introduces unique challenges, including real-time…

Computer Vision and Pattern Recognition · Computer Science 2025-08-22 You Wu , Xucheng Wang , Dan Zeng , Hengzhou Ye , Xiaolan Xie , Qijun Zhao , Shuiwang Li

Multimodal fusion has become a key enabler for UAV-based object detection, as each modality provides complementary cues for robust feature extraction. However, due to significant differences in resolution, field of view, and sensing…

Computer Vision and Pattern Recognition · Computer Science 2025-07-29 Kangcheng Bin , Chen Chen , Ting Hu , Jiahao Qi , Ping Zhong

We present the HIT-UAV dataset, a high-altitude infrared thermal dataset for object detection applications on Unmanned Aerial Vehicles (UAVs). The dataset comprises 2,898 infrared thermal images extracted from 43,470 frames in hundreds of…

Computer Vision and Pattern Recognition · Computer Science 2023-04-21 Jiashun Suo , Tianyi Wang , Xingzhou Zhang , Haiyang Chen , Wei Zhou , Weisong Shi

Visual object tracking with RGB and thermal infrared (TIR) spectra available, shorted in RGBT tracking, is a novel and challenging research topic which draws increasing attention nowadays. In this paper, we propose an RGBT tracker which…

Computer Vision and Pattern Recognition · Computer Science 2022-02-01 Zhangyong Tang , Tianyang Xu , Xiao-Jun Wu

Multiple human tracking (MHT) is a fundamental task in many computer vision applications. Appearance-based approaches, primarily formulated on RGB data, are constrained and affected by problems arising from occlusions and/or illumination…

Computer Vision and Pattern Recognition · Computer Science 2016-06-15 Massimo Camplani , Adeline Paiement , Majid Mirmehdi , Dima Damen , Sion Hannuna , Tilo Burghardt , Lili Tao

Most existing RGB-T tracking networks extract modality features in a separate manner, which lacks interaction and mutual guidance between modalities. This limits the network's ability to adapt to the diverse dual-modality appearances of…

Computer Vision and Pattern Recognition · Computer Science 2023-08-29 Jianqiang Xia , DianXi Shi , Ke Song , Linna Song , XiaoLei Wang , Songchang Jin , Li Zhou , Yu Cheng , Lei Jin , Zheng Zhu , Jianan Li , Gang Wang , Junliang Xing , Jian Zhao

Recently, visual prompt tuning is introduced to RGB-Thermal (RGB-T) tracking as a parameter-efficient finetuning (PEFT) method. However, these PEFT-based RGB-T tracking methods typically rely solely on spatial domain information as prompts…

Computer Vision and Pattern Recognition · Computer Science 2025-09-25 Hongtao Yang , Bineng Zhong , Qihua Liang , Zhiruo Zhu , Yaozong Zheng , Ning Li

The widespread application of Unmanned Aerial Vehicles (UAVs) has raised serious public safety and privacy concerns, making UAV perception crucial for anti-UAV tasks. However, existing UAV tracking datasets predominantly feature conspicuous…

Computer Vision and Pattern Recognition · Computer Science 2025-11-20 Bin Xie , Congxuan Zhang , Fagan Wang , Peng Liu , Feng Lu , Zhen Chen , Weiming Hu

The subject of this research is the development of an intelligent, integrated framework for the automated inspection of photovoltaic (PV) infrastructure that addresses the critical shortcomings of conventional methods, including thermal…

Computer Vision and Pattern Recognition · Computer Science 2026-01-21 Andrii Lysyi , Anatoliy Sachenko , Pavlo Radiuk , Mykola Lysyi , Oleksandr Melnychenko , Diana Zahorodnia

The extensive application of unmanned aerial vehicles (UAVs) in military reconnaissance, environmental monitoring, and related domains has created an urgent need for accurate and efficient multi-object tracking (MOT) technologies, which are…

Computer Vision and Pattern Recognition · Computer Science 2026-02-10 Juanqin Liu , Leonardo Plotegher , Eloy Roura , Shaoming He

Existing event stream based trackers undergo evaluation on short-term tracking datasets, however, the tracking of real-world scenarios involves long-term tracking, and the performance of existing tracking algorithms in these scenarios…

Computer Vision and Pattern Recognition · Computer Science 2025-08-07 Xiao Wang , Xufeng Lou , Shiao Wang , Ju Huang , Lan Chen , Bo Jiang

This paper addresses the problem of multi-object tracking in Unmanned Aerial Vehicle (UAV) footage. It plays a critical role in various UAV applications, including traffic monitoring systems and real-time suspect tracking by the police.…

Computer Vision and Pattern Recognition · Computer Science 2024-10-29 InPyo Song , Jangwon Lee

Object tracking has been broadly applied in unmanned aerial vehicle (UAV) tasks in recent years. However, existing algorithms still face difficulties such as partial occlusion, clutter background, and other challenging visual factors.…

Robotics · Computer Science 2020-09-01 Yujie He , Changhong Fu , Fuling Lin , Yiming Li , Peng Lu

Multi-object tracking (MOT) aims to track multiple objects while maintaining consistent identities across frames of a given video. In unmanned aerial vehicle (UAV) recorded videos, frequent viewpoint changes and complex UAV-ground relative…

Computer Vision and Pattern Recognition · Computer Science 2025-12-01 Jianbo Ma , Hui Luo , Qi Chen , Yuankai Qi , Yumei Sun , Amin Beheshti , Jianlin Zhang , Ming-Hsuan Yang

In this paper, we propose RFUAV as a new benchmark dataset for radio-frequency based (RF-based) unmanned aerial vehicle (UAV) identification and address the following challenges: Firstly, many existing datasets feature a restricted variety…

Robotics · Computer Science 2025-03-19 Rui Shi , Xiaodong Yu , Shengming Wang , Yijia Zhang , Lu Xu , Peng Pan , Chunlai Ma

Unmanned aerial vehicle (UAV) detection and aerial object recognition are critical for modern surveillance and security, prompting a need for robust systems that overcome limitations of single-modality approaches. This research addresses…

Computer Vision and Pattern Recognition · Computer Science 2025-11-20 Mauro Larrat , Claudomiro Sales

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…

Computer Vision and Pattern Recognition · Computer Science 2025-01-22 Zhongxuan Zhang , Bi Zeng , Xinyu Ni , Yimin Du