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Visual Tracking

38 papers with code · Computer Vision

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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.

VISUAL OBJECT TRACKING VISUAL TRACKING

ATOM: Accurate Tracking by Overlap Maximization

CVPR 2019 martin-danelljan/ECO

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

VISUAL TRACKING

Learning Multi-Domain Convolutional Neural Networks for Visual Tracking

CVPR 2016 HyeonseobNam/MDNet

Our algorithm pretrains a CNN using a large set of videos with tracking ground-truths to obtain a generic target representation.

VISUAL 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

DCFNet: Discriminant Correlation Filters Network for Visual Tracking

13 Apr 2017foolwood/DCFNet

In this work, we present an end-to-end lightweight network architecture, namely DCFNet, to learn the convolutional features and perform the correlation tracking process simultaneously.

OBJECT TRACKING VISUAL TRACKING

Learning regression and verification networks for long-term visual tracking

12 Sep 2018xiaobai1217/MBMD

Compared with short-term tracking, the long-term tracking task requires determining the tracked object is present or absent, and then estimating the accurate bounding box if present or conducting image-wide re-detection if absent.

VISUAL TRACKING

Unsupervised Learning from Continuous Video in a Scalable Predictive Recurrent Network

22 Jul 2016braincorp/PVM

These regularities are hard to label for training supervised machine learning algorithms; consequently, algorithms need to learn these regularities from the real world in an unsupervised way.

COMMON SENSE REASONING VISUAL TRACKING