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Visual Tracking

31 papers with code · Computer Vision

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Fast Online Object Tracking and Segmentation: A Unifying Approach

12 Dec 2018foolwood/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

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

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

ATOM: Accurate Tracking by Overlap Maximization

19 Nov 2018martin-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

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

Deeper and Wider Siamese Networks for Real-Time Visual Tracking

7 Jan 2019researchmm/SiamDW

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

REAL-TIME 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

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