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Visual Object Tracking

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

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

CVPR 2019 STVIR/pysot

Moreover, we propose a new model architecture to perform depth-wise and layer-wise aggregations, which not only further improves the accuracy but also reduces the model size.

VISUAL OBJECT TRACKING VISUAL TRACKING

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.

REGRESSION 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 REGRESSION VISUAL OBJECT TRACKING

Learning Discriminative Model Prediction for Tracking

ICCV 2019 visionml/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

ATOM: Accurate Tracking by Overlap Maximization

CVPR 2019 visionml/pytracking

We argue that this approach is fundamentally limited since target estimation is a complex task, requiring high-level knowledge about the object.

VISUAL OBJECT TRACKING VISUAL TRACKING

ECO: Efficient Convolution Operators for Tracking

CVPR 2017 visionml/pytracking

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

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

One-Shot Video Object Segmentation

CVPR 2017 scaelles/OSVOS-TensorFlow

This paper tackles the task of semi-supervised video object segmentation, i. e., the separation of an object from the background in a video, given the mask of the first frame.

SEMI-SUPERVISED VIDEO OBJECT SEGMENTATION VISUAL OBJECT TRACKING