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Achieving robust and accurate spatial perception under adverse weather and lighting conditions is crucial for the high-level autonomy of self-driving vehicles and robots. However, existing perception algorithms relying on the visible…

计算机视觉与模式识别 · 计算机科学 2025-03-31 Ukcheol Shin , Jinsun Park

We propose FutrTrack, a modular camera-LiDAR multi-object tracking framework that builds on existing 3D detectors by introducing a transformer-based smoother and a fusion-driven tracker. Inspired by query-based tracking frameworks,…

计算机视觉与模式识别 · 计算机科学 2025-12-17 Martha Teiko Teye , Ori Maoz , Matthias Rottmann

Visual object tracking with the visible (RGB) and thermal infrared (TIR) electromagnetic waves, shorted in RGBT tracking, recently draws increasing attention in the tracking community. Considering the rapid development of deep learning, a…

计算机视觉与模式识别 · 计算机科学 2022-02-01 Zhangyong Tang , Tianyang Xu , Xiao-Jun Wu

Conventional multi-object tracking (MOT) systems are predominantly designed for pedestrian tracking and often exhibit limited generalization to other object categories. This paper presents a generalized tracking framework capable of…

计算机视觉与模式识别 · 计算机科学 2025-09-26 Hamidreza Hashempoor , Yu Dong Hwang

General-domain large multimodal models (LMMs) have achieved significant advances in various image-text tasks. However, their performance in the Intelligent Traffic Surveillance (ITS) domain remains limited due to the absence of dedicated…

计算机视觉与模式识别 · 计算机科学 2025-09-15 Kaikai Zhao , Zhaoxiang Liu , Peng Wang , Xin Wang , Zhicheng Ma , Yajun Xu , Wenjing Zhang , Yibing Nan , Kai Wang , Shiguo Lian

Transparent objects are encountered frequently in our daily lives, yet recognizing them poses challenges for conventional vision sensors due to their unique material properties, not being well perceived from RGB or depth cameras. Overcoming…

计算机视觉与模式识别 · 计算机科学 2023-11-13 Jeongyun Kim , Myung-Hwan Jeon , Sangwoo Jung , Wooseong Yang , Minwoo Jung , Jaeho Shin , Ayoung Kim

Thermal infrared target tracking is crucial in applications such as surveillance, autonomous driving, and military operations. In this paper, we propose a novel tracker, SMTT, which effectively addresses common challenges in thermal…

计算机视觉与模式识别 · 计算机科学 2025-04-22 Shang Zhang , HuiPan Guan , XiaoBo Ding , Ruoyan Xiong , Yue Zhang

One of the most important problems in computer vision and remote sensing is object detection, which identifies particular categories of diverse things in pictures. Two crucial data sources for public security are the thermal infrared (TIR)…

计算机视觉与模式识别 · 计算机科学 2024-01-09 Walid Guettala , Ali Sayah , Laid Kahloul , Ahmed Tibermacine

Thermal Infrared (TIR) technology involves the use of sensors to detect and measure infrared radiation emitted by objects, and it is widely utilized across a broad spectrum of applications. The advancements in object detection methods…

计算机视觉与模式识别 · 计算机科学 2025-05-19 Jinke Li , Yue Wu , Xiaoyan Yang

A typical pipeline for multi-object tracking (MOT) is to use a detector for object localization, and following re-identification (re-ID) for object association. This pipeline is partially motivated by recent progress in both object…

计算机视觉与模式识别 · 计算机科学 2022-05-25 Peize Sun , Jinkun Cao , Yi Jiang , Zehuan Yuan , Song Bai , Kris Kitani , Ping Luo

With more and more large-scale datasets available for training, visual tracking has made great progress in recent years. However, current research in the field mainly focuses on tracking generic objects. In this paper, we present TSFMO, a…

计算机视觉与模式识别 · 计算机科学 2022-09-12 Zhewen Zhang , Fuliang Wu , Yuming Qiu , Jingdong Liang , Shuiwang Li

Vision sensors are becoming more important in Intelligent Transportation Systems (ITS) for traffic monitoring, management, and optimization as the number of network cameras continues to rise. However, manual object tracking and matching…

计算机视觉与模式识别 · 计算机科学 2025-05-02 Muhammad Imran Zaman , Usama Ijaz Bajwa , Gulshan Saleem , Rana Hammad Raza

Understanding tissue motion in surgery is crucial to enable applications in downstream tasks such as segmentation, 3D reconstruction, virtual tissue landmarking, autonomous probe-based scanning, and subtask autonomy. Labeled data are…

Thermal infrared imaging exhibits considerable potentials for robotic perception tasks, especially in environments with poor visibility or challenging lighting conditions. However, TIR images typically suffer from heavy non-uniform…

计算机视觉与模式识别 · 计算机科学 2025-08-07 Tai Hyoung Rhee , Dong-guw Lee , Ayoung Kim

In recent years, deep learning-based visual object trackers have achieved state-of-the-art performance on several visual object tracking benchmarks. However, most tracking benchmarks are focused on ground level videos, whereas aerial…

计算机视觉与模式识别 · 计算机科学 2021-03-25 Abu Md Niamul Taufique , Breton Minnehan , Andreas Savakis

In this paper, we present DSERT-RoLL, a driving dataset that incorporates stereo event, RGB, and thermal cameras together with 4D radar and dual LiDAR, collected across diverse weather and illumination conditions. The dataset provides…

计算机视觉与模式识别 · 计算机科学 2026-04-07 Hoonhee Cho , Jae-Young Kang , Yuhwan Jeong , Yunseo Yang , Wonyoung Lee , Youngho Kim , Kuk-Jin Yoon

Traditional color images only depict color intensities in red, green and blue channels, often making object trackers fail in challenging scenarios, e.g., background clutter and rapid changes of target appearance. Alternatively, material…

计算机视觉与模式识别 · 计算机科学 2019-07-11 Fengchao Xiong , Jun Zhou , Yuntao Qian

Multi-Object Tracking in thermal images is essential for surveillance systems, particularly in challenging environments where RGB cameras struggle due to low visibility or poor lighting conditions. Thermal sensors enhance recognition tasks…

计算机视觉与模式识别 · 计算机科学 2025-07-04 Duong Nguyen-Ngoc Tran , Long Hoang Pham , Chi Dai Tran , Quoc Pham-Nam Ho , Huy-Hung Nguyen , Jae Wook Jeon

With the fast growth in the visual surveillance and security sectors, thermal infrared images have become increasingly necessary ina large variety of industrial applications. This is true even though IR sensors are still more expensive than…

机器学习 · 计算机科学 2018-12-24 Feras Almasri , Olivier Debeir

Along with the rapid progress of visual tracking, existing benchmarks become less informative due to redundancy of samples and weak discrimination between current trackers, making evaluations on all datasets extremely time-consuming. Thus,…

计算机视觉与模式识别 · 计算机科学 2021-12-14 Xin Li , Qiao Liu , Wenjie Pei , Qiuhong Shen , Yaowei Wang , Huchuan Lu , Ming-Hsuan Yang