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Papers Object Tracking

“Object Tracking” 태그가 달린 논문 2,087편 · 필터 해제

E-TIDE: Fast, Structure-Preserving Motion Forecasting from Event Sequences

2026-03-29 · Biswadeep Sen, Benoit R. Cottereau, Nicolas Cuperlier, Terence Sim arxiv

Event-based cameras capture visual information as asynchronous streams of per-pixel brightness changes, generating sparse, temporally precise data. Compared to conventional frame-based sensors, they offer significant adv…

Semantic SegmentationMotion ForecastingObject Tracking

Tracking without Seeing: Geospatial Inference using Encrypted Traffic from Distributed Nodes

2026-03-29 · Sadik Yagiz Yetim, Gaofeng Dong, Isaac-Neil Zanoria, Ronit Barman 외 arxiv

Accurate observation of dynamic environments traditionally relies on synthesizing raw, signal-level information from multiple distributed sensors. This work investigates an alternative approach: performing geospatial inf…

Object Tracking

V2U4Real: A Real-world Large-scale Dataset for Vehicle-to-UAV Cooperative Perception

2026-03-26 · Weijia Li, Haoen Xiang, Tianxu Wang, Shuaibing Wu 외 arxiv

Modern autonomous vehicle perception systems are often constrained by occlusions, blind spots, and limited sensing range. While existing cooperative perception paradigms, such as Vehicle-to-Vehicle (V2V) and Vehicle-to-I…

3D Object DetectionObject Tracking

Exploring Modality-Aware Fusion and Decoupled Temporal Propagation for Multi-Modal Object Tracking

2026-03-10 · Shilei Wang, Pujian Lai, Dong Gao, Jifeng Ning 외 arxiv

Most existing multimodal trackers adopt uniform fusion strategies, overlooking the inherent differences between modalities. Moreover, they propagate temporal information through mixed tokens, leading to entangled and les…

Object Tracking

Can Vision-Language Models Solve the Shell Game?

2026-03-09 · Tiedong Liu, Wee Sun Lee arxiv

Visual entity tracking is an innate cognitive ability in humans, yet it remains a critical bottleneck for Vision-Language Models (VLMs). This deficit is often obscured in existing video benchmarks by visual shortcuts. We…

Object Tracking

Training-free Temporal Object Tracking in Surgical Videos

2026-03-08 · Subhadeep Koley, Abdolrahim Kadkhodamohammadi, Santiago Barbarisi, Danail Stoyanov 외 arxiv

Purpose: In this paper, we present a novel approach for online object tracking in laparoscopic cholecystectomy (LC) surgical videos, targeting localisation and tracking of critical anatomical structures and instruments. …

Object Tracking

Video-based Locomotion Analysis for Fish Health Monitoring

2026-03-05 · Timon Palm, Clemens Seibold, Anna Hilsmann, Peter Eisert arxiv

Monitoring the health conditions of fish is essential, as it enables the early detection of disease, safeguards animal welfare, and contributes to sustainable aquaculture practices. Physiological and pathological conditi…

Object Tracking

EdgeDAM: Real-time Object Tracking for Mobile Devices

2026-03-05 · Syed Muhammad Raza, Syed Murtaza Hussain Abidi, Khawar Islam, Muhammad Ibrahim 외 arxiv

Single-object tracking (SOT) on edge devices is a critical computer vision task, requiring accurate and continuous target localization across video frames under occlusion, distractor interference, and fast motion. Howeve…

Object Tracking

Safe-SAGE: Social-Semantic Adaptive Guidance for Safe Engagement through Laplace-Modulated Poisson Safety Functions

2026-03-05 · Lizhi Yang, Ryan M. Bena, Meg Wilkinson, Gilbert Bahati 외 arxiv

Traditional safety-critical control methods, such as control barrier functions, suffer from semantic blindness, exhibiting the same behavior around obstacles regardless of contextual significance. This limitation leads t…

Instance SegmentationObject TrackingPoint Clouds

UETrack: A Unified and Efficient Framework for Single Object Tracking

2026-03-02 · Ben Kang, Jie Zhao, Xin Chen, Wanting Geng 외 arxiv

With growing real-world demands, efficient tracking has received increasing attention. However, most existing methods are limited to RGB inputs and struggle in multi-modal scenarios. Moreover, current multi-modal trackin…

Object Tracking

TP-Spikformer: Token Pruned Spiking Transformer

2026-02-28 · Wenjie Wei, Xiaolong Zhou, Malu Zhang, Ammar Belatreche 외 arxiv

Spiking neural networks (SNNs) offer an energy-efficient alternative to traditional neural networks due to their event-driven computing paradigm. However, recent advancements in spiking transformers have focused on impro…

Semantic SegmentationImage ClassificationObject DetectionObject 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

FocusTrack: One-Stage Focus-and-Suppress Framework for 3D Point Cloud Object Tracking

2026-02-27 · Sifan Zhou, Jiahao Nie, Ziyu Zhao, Yichao Cao 외 arxiv

In 3D point cloud object tracking, the motion-centric methods have emerged as a promising avenue due to its superior performance in modeling inter-frame motion. However, existing two-stage motion-based approaches suffer …

Object Tracking

Bitwise Systolic Array Architecture for Runtime-Reconfigurable Multi-precision Quantized Multiplication on Hardware Accelerators

2026-02-26 · Yuhao Liu, Salim Ullah, Akash Kumar arxiv

Neural network accelerators have been widely applied to edge devices for complex tasks like object tracking, image recognition, etc. Previous works have explored the quantization technologies in related lightweight accel…

Object Tracking

MUOT_3M: A 3 Million Frame Multimodal Underwater Benchmark and the MUTrack Tracking Method

2026-02-20 · Ahsan Baidar Bakht, Mohamad Alansari, Muhayy Ud Din, Muzammal Naseer 외 arxiv

Underwater Object Tracking (UOT) is crucial for efficient marine robotics, large scale ecological monitoring, and ocean exploration; however, progress has been hindered by the scarcity of large, multimodal, and diverse d…

Knowledge DistillationObject Tracking

GOT-JEPA: Generic Object Tracking with Model Adaptation and Occlusion Handling using Joint-Embedding Predictive Architecture

2026-02-16 · Shih-Fang Chen, Jun-Cheng Chen, I-Hong Jhuo, Yen-Yu Lin arxiv

The human visual system tracks objects by integrating current observations with previously observed information, adapting to target and scene changes, and reasoning about occlusion at fine granularity. In contrast, recen…

Object Tracking

Detecting Object Tracking Failure via Sequential Hypothesis Testing

2026-02-13 · Alejandro Monroy Muñoz, Rajeev Verma, Alexander Timans arxiv

Real-time online object tracking in videos constitutes a core task in computer vision, with wide-ranging applications including video surveillance, motion capture, and robotics. Deployed tracking systems usually lack for…

Object Tracking

GOT-Edit: Geometry-Aware Generic Object Tracking via Online Model Editing

2026-02-09 · Shih-Fang Chen, Jun-Cheng Chen, I-Hong Jhuo, Yen-Yu Lin arxiv

Human perception for effective object tracking in 2D video streams arises from the implicit use of prior 3D knowledge and semantic reasoning. In contrast, most generic object tracking (GOT) methods primarily rely on 2D f…

Object Tracking

UBATrack: Spatio-Temporal State Space Model for General Multi-Modal Tracking

2026-01-21 · Qihua Liang, Liang Chen, Yaozong Zheng, Jian Nong 외 arxiv

Multi-modal object tracking has attracted considerable attention by integrating multiple complementary inputs (e.g., thermal, depth, and event data) to achieve outstanding performance. Although current general-purpose mu…

Object Tracking

Molmo2: Open Weights and Data for Vision-Language Models with Video Understanding and Grounding

2026-01-15 · Christopher Clark, Jieyu Zhang, Zixian Ma, Jae Sung Park 외 arxiv

Today's strongest video-language models (VLMs) remain proprietary. The strongest open-weight models either rely on synthetic data from proprietary VLMs, effectively distilling from them, or do not disclose their training…

Object Tracking
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