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Papers Visual Tracking

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

VITAMIN-E: VIsual Tracking And MappINg with Extremely Dense Feature Points

2019-04-23 · CVPR 2019 6 · Masashi Yokozuka, Shuji Oishi, Thompson Simon, Atsuhiko Banno

In this paper, we propose a novel indirect monocular SLAM algorithm called "VITAMIN-E," which is highly accurate and robust as a result of tracking extremely dense feature points. Typical indirect methods have difficulty…

3D geometryComputational EfficiencyCPUVisual Tracking

Siamese Attentional Keypoint Network for High Performance Visual Tracking

2019-04-23 · Peng Gao, Ruyue Yuan, Fei Wang, Liyi Xiao 외

In this paper, we investigate the impacts of three main aspects of visual tracking, i.e., the backbone network, the attentional mechanism, and the detection component, and propose a Siamese Attentional Keypoint Network, …

Visual TrackingVocal Bursts Intensity Prediction

Learning Discriminative Model Prediction for Tracking

2019-04-15 · ICCV 2019 10 · Goutam Bhat, Martin Danelljan, Luc van Gool, Radu Timofte

The current strive towards end-to-end trainable computer vision systems imposes major challenges for the task of visual tracking. In contrast to most other vision problems, tracking requires the learning of a robust targ…

modelObject TrackingPredictionVideo Object Tracking+2

Robust Visual Tracking Revisited: From Correlation Filter to Template Matching

2019-04-15 · Fanghui Liu, Chen Gong, Xiaolin Huang, Tao Zhou 외

In this paper, we propose a novel matching based tracker by investigating the relationship between template matching and the recent popular correlation filter based trackers (CFTs). Compared to the correlation operation …

Template MatchingVisual Tracking

Prediction-Tracking-Segmentation

2019-04-05 · Jianren Wang, Yihui He, Xiaobo Wang, Xinjia Yu 외

We introduce a prediction driven method for visual tracking and segmentation in videos. Instead of solely relying on matching with appearance cues for tracking, we build a predictive model which guides finding more accur…

PredictionSegmentationVideo SegmentationVideo Semantic Segmentation+1

Generic Multiview Visual Tracking

2019-04-04 · Minye Wu, Haibin Ling, Ning Bi, Shenghua Gao 외

Recent progresses in visual tracking have greatly improved the tracking performance. However, challenges such as occlusion and view change remain obstacles in real world deployment. A natural solution to these challenges…

Camera CalibrationTrajectory PredictionVisual Tracking

Unsupervised Deep Tracking

2019-04-03 · CVPR 2019 6 · Ning Wang, Yibing Song, Chao Ma, Wengang Zhou 외

We propose an unsupervised visual tracking method in this paper. Different from existing approaches using extensive annotated data for supervised learning, our CNN model is trained on large-scale unlabeled videos in an u…

Visual Tracking

Target-Aware Deep Tracking

2019-04-03 · CVPR 2019 6 · Xin Li, Chao Ma, Baoyuan Wu, Zhenyu He 외

Existing deep trackers mainly use convolutional neural networks pre-trained for generic object recognition task for representations. Despite demonstrated successes for numerous vision tasks, the contributions of using pr…

ObjectObject RecognitionVisual Tracking

Sparse2Dense: From direct sparse odometry to dense 3D reconstruction

2019-03-21 · Jiexiong Tang, John Folkesson, Patric Jensfelt

In this paper, we proposed a new deep learning based dense monocular SLAM method. Compared to existing methods, the proposed framework constructs a dense 3D model via a sparse to dense mapping using learned surface norma…

3D ReconstructionDepth EstimationDepth PredictionMonocular Visual Odometry+2

Robust Visual Tracking Using Dynamic Classifier Selection with Sparse Representation of Label Noise

2019-03-19 · Yuefeng Chen, Qing Wang

Recently a category of tracking methods based on "tracking-by-detection" is widely used in visual tracking problem. Most of these methods update the classifier online using the samples generated by the tracker to handle …

Visual Tracking

How Effectively Can Indoor Wireless Positioning Relieve Visual Tracking Pains: A Camera-Rao Bound Viewpoint

2019-03-09 · Panwen Hu, Zizheng Yan, Rui Huang, Feng Yin

Visual tracking is fragile in some difficult scenarios, for instance, appearance ambiguity and variation, occlusion can easily degrade most of visual trackers to some extent. In this paper, visual tracking is empowered w…

Visual Tracking

TCDCaps: Visual Tracking via Cascaded Dense Capsules

2019-02-26 · Ding Ma, Xiangqian Wu

The critical challenge in tracking-by-detection framework is how to avoid drift problem during online learning, where the robust features for a variety of appearance changes are difficult to be learned and a reasonable i…

Visual Tracking

Robust Structured Group Local Sparse Tracker Using Deep Features

2019-02-18 · Mohammadreza Javanmardi, Amir Hossein Farzaneh, Xiaojun Qi

Sparse representation has recently been successfully applied in visual tracking. It utilizes a set of templates to represent target candidates and find the best one with the minimum reconstruction error as the tracking r…

Visual Tracking

Structured Group Local Sparse Tracker

2019-02-17 · Mohammadreza Javanmardi, Xiaojun Qi

Sparse representation is considered as a viable solution to visual tracking. In this paper, we propose a structured group local sparse tracker (SGLST), which exploits local patches inside target candidates in the particl…

Visual Tracking

SiamVGG: Visual Tracking using Deeper Siamese Networks

2019-02-07 · Yuhong Li, Xiaofan Zhang, Deming Chen

Recently, we have seen a rapid development of Deep Neural Network (DNN) based visual tracking solutions. Some trackers combine the DNN-based solutions with Discriminative Correlation Filters (DCF) to extract semantic fea…

Object TrackingVisual Object TrackingVisual Tracking

End-to-end feature fusion siamese network for adaptive visual tracking

2019-02-04 · Dongyan Guo, Jun Wang, Weixuan Zhao, Ying Cui 외

According to observations, different visual objects have different salient features in different scenarios. Even for the same object, its salient shape and appearance features may change greatly from time to time in a lo…

Visual Tracking

Deeper and Wider Siamese Networks for Real-Time Visual Tracking

2019-01-07 · CVPR 2019 6 · Zhipeng Zhang, Houwen Peng

Siamese networks have drawn great attention in visual tracking because of their balanced accuracy and speed. However, the backbone networks used in Siamese trackers are relatively shallow, such as AlexNet [18], which doe…

Real-Time Visual TrackingVideo Object TrackingVisual Object TrackingVisual Tracking

SiamRPN++: Evolution of Siamese Visual Tracking with Very Deep Networks

2018-12-31 · CVPR 2019 6 · Bo Li, Wei Wu, Qiang Wang, Fangyi Zhang 외

Siamese network based trackers formulate tracking as convolutional feature cross-correlation between target template and searching region. However, Siamese trackers still have accuracy gap compared with state-of-the-art …

TranslationVisual Object TrackingVisual Tracking

Saliency Guided Hierarchical Robust Visual Tracking

2018-12-21 · Fangwen Tu, Shuzhi Sam Ge, Yazhe Tang, Chang Chieh Hang

A saliency guided hierarchical visual tracking (SHT) algorithm containing global and local search phases is proposed in this paper. In global search, a top-down saliency model is novelly developed to handle abrupt motion…

Visual Tracking

Shallow Cue Guided Deep Visual Tracking via Mixed Models

2018-12-19 · Fangwen Tu, Shuzhi Sam Ge, Chang Chieh Hang

In this paper, a robust visual tracking approach via mixed model based convolutional neural networks (SDT) is developed. In order to handle abrupt or fast motion, a prior map is generated to facilitate the localization o…

Visual Tracking
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