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Visual Tracking

45 papers with code · Computer Vision

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GradNet: Gradient-Guided Network for Visual Object Tracking

15 Sep 2019LPXTT/GradNet-Pytorch

In this work, we propose a novel gradient-guided network to exploit the discriminative information in gradients and update the template in the siamese network through feed-forward and backward operations.

VISUAL OBJECT TRACKING VISUAL TRACKING

23
15 Sep 2019

Discriminative and Robust Online Learning for Siamese Visual Tracking

6 Sep 2019shallowtoil/DROL

The problem of visual object tracking has traditionally been handled by variant tracking paradigms, either learning a model of the object's appearance exclusively online or matching the object with the target in an offline-trained embedding space.

VISUAL OBJECT TRACKING VISUAL TRACKING

13
06 Sep 2019

Boundary Effect-Aware Visual Tracking for UAV with Online Enhanced Background Learning and Multi-Frame Consensus Verification

10 Aug 2019vision4robotics/BEVT-tracker

Meanwhile, convolutional features are extracted to provide a more comprehensive representation of the object.

VISUAL OBJECT TRACKING VISUAL TRACKING

3
10 Aug 2019

Real Time Visual Tracking using Spatial-Aware Temporal Aggregation Network

2 Aug 2019ecart18/SATA

Our tracker achieves leading performance in OTB2013, OTB2015, VOT2015, VOT2016 and LaSOT, and operates at a real-time speed of 26 FPS, which indicates our method is effective and practical.

MOTION ESTIMATION REAL-TIME VISUAL TRACKING

8
02 Aug 2019

Tracking Holistic Object Representations

21 Jul 2019xl-sr/THOR

The framework leverages the idea of obtaining additional object templates during the tracking process.

VISUAL OBJECT TRACKING VISUAL TRACKING

87
21 Jul 2019

Visual Tracking via Adaptive Spatially-Regularized Correlation Filters

CVPR 2019 Daikenan/ASRCF

In this work, we propose a novel adaptive spatially-regularized correlation filters (ASRCF) model to simultaneously optimize the filter coefficients and the spatial regularization weight.

VISUAL TRACKING

44
01 Jun 2019

Learning Discriminative Model Prediction for Tracking

15 Apr 2019visionml/pytracking

The current strive towards end-to-end trainable computer vision systems imposes major challenges for the task of visual tracking.

VISUAL OBJECT TRACKING VISUAL TRACKING

605
15 Apr 2019

Unsupervised Deep Tracking

CVPR 2019 594422814/UDT

We propose an unsupervised visual tracking method in this paper.

VISUAL TRACKING

92
03 Apr 2019

SiamVGG: Visual Tracking using Deeper Siamese Networks

7 Feb 2019zllrunning/SiameseX.PyTorch

It combines a Convolutional Neural Network (CNN) backbone and a cross-correlation operator, and takes advantage of the features from exemplary images for more accurate object tracking.

VISUAL OBJECT TRACKING VISUAL TRACKING

207
07 Feb 2019

Deeper and Wider Siamese Networks for Real-Time Visual Tracking

CVPR 2019 researchmm/SiamDW

Siamese networks have drawn great attention in visual tracking because of their balanced accuracy and speed.

REAL-TIME VISUAL TRACKING VISUAL OBJECT TRACKING

396
07 Jan 2019