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Papers Visual Tracking

“Visual Tracking” 태그가 달린 논문 581편 · 필터 해제

Models as Tools: An Agentic Coordination Framework for Unified Multimodal Visual Tracking

2026-08-01 · Wenrui Cai, Yuzhe Li, Qingjie Liu, Yunhong Wang arxiv

Most current visual trackers adopt a matching-based architecture trained exclusively on tracking datasets, whose performance gains depend heavily on the length of the input context, and have now reached a bottleneck. Whi…

Visual Tracking

ReferTrack: Referring Then Tracking for Embodied Visual Tracking

2026-07-22 · Hanjing Ye, Tianle Zeng, Jiazhao Zhang, Shaoan Wang 외 arxiv

Embodied visual tracking (EVT) requires a mobile agent to continuously follow a specific target described in natural language using only onboard vision. While recent vision-language-action (VLA) policies unify target ide…

Trajectory PlanningVisual Tracking

DIVO: Continuous-time DVL-Inertial-Visual Odometry for Unmanned Underwater Vehicles

2026-07-06 · Kyungmin Jung, Angad Bajwa, Junha Yoo, Arturo Del Castillo Bernal 외 arxiv

This paper presents a novel acoustic-visual-inertial odometry solution leveraging a continuous-time trajectory estimation framework for unmanned underwater vehicles. Underwater environments present unique challenges for …

Visual LocalizationGaussian ProcessesVisual TrackingVisual Odometry

Rethinking Generic Object Tracking Toward Human-Level Perceptual Intelligence

2026-07-01 · Shih-Fang Chen arxiv

At the heart of human visual perception lies the ability to maintain a continuous and coherent understanding of the external world. By integrating observations with accumulated experience, the human visual system can con…

Visual Object TrackingVisual Tracking

FalconTrack: Photorealistic Auto-Labeled Perception and Physics-Aware Vision-Based Aerial Tracking

2026-06-29 · Yan Miao, Karteek Gandiboyina, Noah Giles, Hideki Okamoto 외 arxiv

Vision-based aerial tracking is critical in GPS-denied environments. Reliable perception for tracking depends on large-scale labeled data, yet most photorealistic datasets rely on heavy manual annotation and are time-con…

Visual Tracking

USS: Unified Spatial-Semantic Prompts for Embodied Visual Tracking with Latent Dynamics Learning

2026-06-24 · Yuchen Xie, Xinyu Zhou, Kuangji Zuo, Yanshuo Lu 외 arxiv

Embodied Visual Tracking (EVT) requires an agent to continuously follow a specified target while actively moving through dynamic environments. However, prevailing EVT paradigms predominantly rely on language-based target…

Visual Tracking

SENTRY: SAM2-Enhanced Neighbor-Aware and Temporally Reasoned Memory for Visual Tracking

2026-06-23 · Mohamad Alansari, Yonathan Michael, Hasan AlMarzouqi, Muzammal Naseer 외 arxiv

We revisit the memory update mechanism in SAM2-based visual object tracking and identify confidence-only mask selection as the dominant cause of drift under occlusion, rapid motion, and distractors. We introduce SENTRY, …

Visual Object TrackingVisual Tracking

Autonomous Subsea Cable Search and Tracking with Graph-Optimised Priors and Visual Tracking

2026-06-22 · Ibrahim Fadhil Djauhari, Adrian Bodenmann, Samuel Simmons, Cailei Liang 외 arxiv

Global communications rely on subsea cable infrastructure that remains vulnerable to damage from natural hazards and human activity. Autonomous underwater vehicles (AUVs) offer an efficient means to inspect long sections…

Visual Tracking

A Theory-grounded Hybrid Neural Network Integrating Complementary Estimation Mechanisms for Stable Visual Object TrackingA

2026-06-21 · Yancheng Zhou, Hanle Zheng, Lei Deng, Yujie Wu arxiv

Hybrid neural networks (HNNs) that integrate artificial neural networks (ANNs) with brain-inspired neural networks have achieved broad success across perception and control tasks. However, much of the current success is …

Visual Object TrackingVisual Tracking

Planar-Sector LOS Guidance for Interception of Agile Targets with Lifting-Wing Quadcopters

2026-06-09 · Linkai Liu, Kun Yang, Han Zou, Chen Min 외 arxiv

Autonomous visual interception of agile aerial targets is challenging due to unpredictable target motion, limited sensing, and the strong coupling between target visibility and interceptor maneuverability. Most existing …

Visual Tracking

AVTrack: Audio-Visual Tracking in Human-centric Complex Scenes

2026-06-01 · Yaoting Wang, Yun Zhou, Zipei Zhang, Henghui Ding arxiv

Audio-visual speaker tracking aims to localize and track active speakers by leveraging auditory and visual cues, enabling fine-grained, human-centric scene understanding. This capability is essential for real-world appli…

Instance SegmentationScene UnderstandingVisual Tracking

CosFly-Track: A Large-Scale Multi-Modal Dataset for UAV Visual Tracking via Multi-Constraint Trajectory Optimization

2026-05-18 · Xiangyue Wang, Hanxuan Chen, Songsheng Cheng, Ruilong Ren 외 arxiv

Recent aerial vision-language navigation (VLN) datasets have grown rapidly, but they primarily address goal-oriented navigation to static destinations, leaving UAV visual tracking -- continuously following a moving targe…

Vision-Language NavigationSemantic SegmentationCollision AvoidanceVisual Tracking

An Efficient Token Compression Framework for Visual Object Tracking

2026-05-08 · Weijing Wu, Qihua Liang, Bineng Zhong, Haiying Xia 외 arxiv

Refining visual representations by eliminating their internal feature-level redundancy is crucial for simultaneously optimizing the performance and computational cost of models in visual tracking. To enhance their perfor…

Visual Object TrackingVisual Tracking

Autonomous Laparoscope Control through Unified Mechanics-Based Representation of Multimodal Intraoperative Information

2026-05-06 · Xiaojian Li, Jin Fang, Yudong Shi, Xilin Xiao 외 arxiv

Laparoscope-holding robots can provide surgeons with a stable laparoscopic field of view (FOV) and reduce the burden on human assistants. To maintain an ideal intraoperative FOV, the robot must continuously adjust the la…

Visual Tracking

VL-UniTrack: A Unified Framework with Visual-Language Prompts for UAV-Ground Visual Tracking

2026-05-06 · Boyue Xu, Ruichao Hou, Tongwei Ren, Gangshan Wu arxiv

UAV-ground visual tracking (UGVT) aims to simultaneously track the same object from both the UAV and the ground view. However, existing two-stream methods suffer from isolated feature extraction and rely heavily on impli…

Visual Tracking

Unified Multimodal Visual Tracking with Dual Mixture-of-Experts

2026-05-05 · Lingyi Hong, Jinglun Li, Xinyu Zhou, Kaixun Jiang 외 arxiv

Multimodal visual object tracking can be divided into to several kinds of tasks (e.g. RGB and RGB+X tracking), based on the input modality. Existing methods often train separate models for each modality or rely on pretra…

Visual Object TrackingModel CompressionVisual Tracking

SigLoMa: Learning Open-World Quadrupedal Loco-Manipulation from Ego-Centric Vision

2026-05-05 · Shiyi Chen, Haiyi Liu, Mingye Yang, Jiaqi Zhang 외 arxiv

Designing an open-world quadrupedal loco-manipulation system is highly challenging. Traditional reinforcement learning frameworks utilizing exteroception often suffer from extreme sample inefficiency and massive sim-to-r…

Reinforcement LearningVisual Tracking

AdaTracker: Learning Adaptive In-Context Policy for Cross-Embodiment Active Visual Tracking

2026-04-22 · Kui Wu, Hao Chen, Jinzhu Han, Haijun Liu 외 arxiv

Realizing active visual tracking with a single unified model across diverse robots is challenging, as the physical constraints and motion dynamics vary drastically from one platform to another. Existing approaches typica…

Visual Tracking

Drift-Resilient Temporal Priors for Visual Tracking

2026-04-03 · Yuqing Huang, Liting Lin, Weijun Zhuang, Zhenyu He 외 arxiv

Temporal information is crucial for visual tracking, but existing multi-frame trackers are vulnerable to model drift caused by naively aggregating noisy historical predictions. In this paper, we introduce DTPTrack, a lig…

Visual Tracking

UAV-Track VLA: Embodied Aerial Tracking via Vision-Language-Action Models

2026-04-02 · Qiyao Zhang, Shuhua Zheng, Jianli Sun, Chengxiang Li 외 arxiv

Embodied visual tracking is crucial for Unmanned Aerial Vehicles (UAVs) executing complex real-world tasks. In dynamic urban scenarios with complex semantic requirements, Vision-Language-Action (VLA) models show great pr…

Zero-shot GeneralizationVisual Tracking
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