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Papers Visual Tracking

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

STATrack: A Target-Aware Fully Spiking Neural Network for Efficient UAV Tracking

2026-03-29 · Pengzhi Zhong, Jiwei Mo, Dan Zeng, Feixiang He 외 arxiv

Spiking Neural Networks (SNNs), characterized by their event-driven computation and low power consumption, have shown great potential for energy-efficient visual tracking on unmanned aerial vehicles (UAVs). However, exis…

Visual Tracking

CoMaTrack: Competitive Multi-Agent Game-Theoretic Tracking with Vision-Language-Action Models

2026-03-24 · Youzhi Liu, Li Gao, Liu Liu, Mingyang Lv 외 arxiv

Embodied Visual Tracking (EVT), a core dynamic task in embodied intelligence, requires an agent to precisely follow a language-specified target. Yet most existing methods rely on single-agent imitation learning, sufferin…

Multi-agent Reinforcement LearningVisual Tracking

FastLoop: Parallel Loop Closing with GPU-Acceleration in Visual SLAM

2026-03-17 · Soudabeh Mohammadhashemi, Shishir Gopinath, Kimia Khabiri, Parsa Hosseininejad 외 arxiv

Visual SLAM systems combine visual tracking with global loop closure to maintain a consistent map and accurate localization. Loop closure is a computationally expensive process as we need to search across the whole map f…

Visual Tracking

Uni-MDTrack: Learning Decoupled Memory and Dynamic States for Parameter-Efficient Visual Tracking in All Modality

2026-03-15 · Wenrui Cai, Zhenyi Lu, Yuzhe Li, Yongchao Feng 외 arxiv

With the advent of Transformer-based one-stream trackers that possess strong capability in inter-frame relation modeling, recent research has increasingly focused on how to introduce spatio-temporal context. However, mos…

Visual Tracking

LongVidSearch: An Agentic Benchmark for Multi-hop Evidence Retrieval Planning in Long Videos

2026-03-15 · Rongyi Yu, Chenyuan Duan, Wentao Zhang arxiv

Long video question answering (Long-Video QA) increasingly relies on agentic tool use to retrieve evidence from long videos. In realistic settings, this process often requires multi-hop retrieval, where agents must itera…

Video Question AnsweringAnswer GenerationCausal InferenceVisual Tracking

CyboRacket: A Perception-to-Action Framework for Humanoid Racket Sports

2026-03-15 · Peng Ren, Chuan Qi, Haoyang Ge, Qiyuan Su 외 arxiv

Dynamic ball-interaction tasks remain challenging for robots because they require tight perception-action coupling under limited reaction time. This challenge is especially pronounced in humanoid racket sports, where suc…

Trajectory PredictionVisual Tracking

UTPTrack: Towards Simple and Unified Token Pruning for Visual Tracking

2026-02-27 · Hao Wu, Xudong Wang, Jialiang Zhang, Junlong Tong 외 arxiv

One-stream Transformer-based trackers achieve advanced performance in visual object tracking but suffer from significant computational overhead that hinders real-time deployment. While token pruning offers a path to effi…

Visual Object TrackingVisual Tracking

SpikeTrack: A Spike-driven Framework for Efficient Visual Tracking

2026-02-27 · Qiuyang Zhang, Jiujun Cheng, Qichao Mao, Cong Liu 외 arxiv

Spiking Neural Networks (SNNs) promise energy-efficient vision, but applying them to RGB visual tracking remains difficult: Existing SNN tracking frameworks either do not fully align with spike-driven computation or do n…

Object TrackingVisual Tracking

Uncertainty-Guided Inference-Time Depth Adaptation for Transformer-Based Visual Tracking

2026-02-18 · Patrick Poggi, Divake Kumar, Theja Tulabandhula, Amit Ranjan Trivedi arxiv

Transformer-based single-object trackers achieve state-of-the-art accuracy but rely on fixed-depth inference, executing the full encoder--decoder stack for every frame regardless of visual complexity, thereby incurring u…

Knowledge DistillationVisual Tracking

FARTrack: Fast Autoregressive Visual Tracking with High Performance

2026-02-03 · Guijie Wang, Tong Lin, Yifan Bai, Anjia Cao 외 arxiv

Inference speed and tracking performance are two critical evaluation metrics in the field of visual tracking. However, high-performance trackers often suffer from slow processing speeds, making them impractical for deplo…

Model CompressionVisual Tracking

SMTrack: State-Aware Mamba for Efficient Temporal Modeling in Visual Tracking

2026-02-02 · Yinchao Ma, Dengqing Yang, Zhangyu He, Wenfei Yang 외 arxiv

Visual tracking aims to automatically estimate the state of a target object in a video sequence, which is challenging especially in dynamic scenarios. Thus, numerous methods are proposed to introduce temporal cues to enh…

Visual Tracking

GLAD: Generative Language-Assisted Visual Tracking for Low-Semantic Templates

2026-01-31 · Xingyu Luo, Yidong Cai, Jie Liu, Jie Tang 외 arxiv

Vision-language tracking has gained increasing attention in many scenarios. This task simultaneously deals with visual and linguistic information to localize objects in videos. Despite its growing utility, the developmen…

Visual Tracking

Exploring Reliable Spatiotemporal Dependencies for Efficient Visual Tracking

2026-01-14 · Junze Shi, Yang Yu, Jian Shi, Haibo Luo arxiv

Recent advances in transformer-based lightweight object tracking have established new standards across benchmarks, leveraging the global receptive field and powerful feature extraction capabilities of attention mechanism…

Object TrackingVisual Tracking

VPTracker: Global Vision-Language Tracking via Visual Prompt

2025-12-28 · Jingchao Wang, Kaiwen Zhou, Zhijian Wu, Kunhua Ji 외 arxiv

Vision-Language Tracking aims to continuously localize objects described by a visual template and a language description. Existing methods, however, are typically limited to local search, making them prone to failures un…

Visual Tracking

How Far are Modern Trackers from UAV-Anti-UAV? A Million-Scale Benchmark and New Baseline

2025-12-08 · Chunhui Zhang, Li Liu, Zhipeng Zhang, Yong Wang 외 arxiv

Unmanned Aerial Vehicles (UAVs) offer wide-ranging applications but also pose significant safety and privacy violation risks in areas like airport and infrastructure inspection, spurring the rapid development of Anti-UAV…

Visual Tracking

UAUTrack: Towards Unified Multimodal Anti-UAV Visual Tracking

2025-12-02 · Qionglin Ren, Dawei Zhang, Chunxu Tian, Dan Zhang arxiv

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 approac…

Visual Tracking

StableTrack: Stabilizing Multi-Object Tracking on Low-Frequency Detections

2025-11-25 · Matvei Shelukhan, Timur Mamedov, Karina Kvanchiani arxiv

Multi-object tracking (MOT) is one of the most challenging tasks in computer vision, where it is important to correctly detect objects and associate these detections across frames. Current approaches mainly focus on trac…

Multi-Object TrackingVisual Tracking

Bridging Vision and Language for Robust Context-Aware Surgical Point Tracking: The VL-SurgPT Dataset and Benchmark

2025-11-15 · Rulin Zhou, Wenlong He, An Wang, Jianhang Zhang 외 arxiv

Accurate point tracking in surgical environments remains challenging due to complex visual conditions, including smoke occlusion, specular reflections, and tissue deformation. While existing surgical tracking datasets pr…

Visual TrackingPoint Tracking

MirrorLimb: Implementing hand pose acquisition and robot teleoperation based on RealMirror

2025-11-12 · Cong Tai, Hansheng Wu, Haixu Long, Zhengbin Long 외 arxiv

In this work, we present a PICO-based robot remote operating framework that enables low-cost, real-time acquisition of hand motion and pose data, outperforming mainstream visual tracking and motion capture solutions in t…

Visual Tracking

UniSOT: A Unified Framework for Multi-Modality Single Object Tracking

2025-11-03 · Yinchao Ma, Yuyang Tang, Wenfei Yang, Tianzhu Zhang 외 arxiv

Single object tracking aims to localize target object with specific reference modalities (bounding box, natural language or both) in a sequence of specific video modalities (RGB, RGB+Depth, RGB+Thermal or RGB+Event.). Di…

Object TrackingVisual Tracking
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