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Visual Object Tracking

16 papers with code · Computer Vision
Subtask of Video · Object Tracking

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Fast Online Object Tracking and Segmentation: A Unifying Approach

CVPR 2019 foolwood/SiamMask

In this paper we illustrate how to perform both visual object tracking and semi-supervised video object segmentation, in real-time, with a single simple approach.

REAL-TIME VISUAL TRACKING SEMI-SUPERVISED SEMANTIC SEGMENTATION SEMI-SUPERVISED VIDEO OBJECT SEGMENTATION VISUAL OBJECT TRACKING

Distractor-aware Siamese Networks for Visual Object Tracking

ECCV 2018 foolwood/DaSiamRPN

During the off-line training phase, an effective sampling strategy is introduced to control this distribution and make the model focus on the semantic distractors.

VISUAL OBJECT TRACKING VISUAL TRACKING

High Performance Visual Tracking With Siamese Region Proposal Network

CVPR 2018 foolwood/DaSiamRPN

Visual object tracking has been a fundamental topic in recent years and many deep learning based trackers have achieved state-of-the-art performance on multiple benchmarks.

VISUAL OBJECT TRACKING VISUAL TRACKING

Spatially Supervised Recurrent Convolutional Neural Networks for Visual Object Tracking

19 Jul 2016Guanghan/ROLO

In this paper, we develop a new approach of spatially supervised recurrent convolutional neural networks for visual object tracking.

OBJECT DETECTION VISUAL OBJECT TRACKING

ECO: Efficient Convolution Operators for Tracking

CVPR 2017 martin-danelljan/ECO

Moreover, our fast variant, using hand-crafted features, operates at 60 Hz on a single CPU, while obtaining 65. 0% AUC on OTB-2015.

VISUAL OBJECT TRACKING

LightTrack: A Generic Framework for Online Top-Down Human Pose Tracking

7 May 2019Guanghan/lighttrack

To the best of our knowledge, this is the first paper to propose an online human pose tracking framework in a top-down fashion.

POSE ESTIMATION POSE TRACKING VISUAL OBJECT TRACKING

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

Discriminative Correlation Filter with Channel and Spatial Reliability

CVPR 2017 alanlukezic/csr-dcf

Short-term tracking is an open and challenging problem for which discriminative correlation filters (DCF) have shown excellent performance.

VISUAL OBJECT TRACKING

Learning Spatial-Temporal Regularized Correlation Filters for Visual Tracking

CVPR 2018 lifeng9472/STRCF

Compared with SRDCF, STRCF with hand-crafted features provides a 5 times speedup and achieves a gain of 5. 4% and 3. 6% AUC score on OTB-2015 and Temple-Color, respectively.

VISUAL OBJECT TRACKING VISUAL TRACKING

Robust Estimation of Similarity Transformation for Visual Object Tracking

14 Dec 2017ihpdep/LDES

In order to efficiently search in such a large 4-DoF space in real-time, we formulate the problem into two 2-DoF sub-problems and apply an efficient Block Coordinates Descent solver to optimize the estimation result.

VISUAL OBJECT TRACKING