Fast online object tracking and segmentation: A unifying approach

Q Wang, L Zhang, L Bertinetto… - Proceedings of the …, 2019 - openaccess.thecvf.com
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. Our method, dubbed …

Learning spatial-temporal regularized correlation filters for visual tracking

F Li, C Tian, W Zuo, L Zhang… - Proceedings of the …, 2018 - openaccess.thecvf.com
Abstract Discriminative Correlation Filters (DCF) are efficient in visual tracking but suffer from
unwanted boundary effects. Spatially Regularized DCF (SRDCF) has been suggested to …

Visual object tracking with discriminative filters and siamese networks: a survey and outlook

S Javed, M Danelljan, FS Khan… - … on Pattern Analysis …, 2022 - ieeexplore.ieee.org
Accurate and robust visual object tracking is one of the most challenging and fundamental
computer vision problems. It entails estimating the trajectory of the target in an image …

D3s-a discriminative single shot segmentation tracker

A Lukezic, J Matas, M Kristan - Proceedings of the IEEE …, 2020 - openaccess.thecvf.com
Template-based discriminative trackers are currently the dominant tracking paradigm due to
their robustness, but are restricted to bounding box tracking and a limited range of …

Eco: Efficient convolution operators for tracking

M Danelljan, G Bhat… - Proceedings of the …, 2017 - openaccess.thecvf.com
Abstract In recent years, Discriminative Correlation Filter (DCF) based methods have
significantly advanced the state-of-the-art in tracking. However, in the pursuit of ever …

Learning background-aware correlation filters for visual tracking

H Kiani Galoogahi, A Fagg… - Proceedings of the IEEE …, 2017 - openaccess.thecvf.com
Abstract Correlation Filters (CFs) have recently demonstrated excellent performance in
terms of rapidly tracking objects under challenging photometric and geometric variations …

Discriminative correlation filter with channel and spatial reliability

A Lukezic, T Vojir, L ˇCehovin Zajc… - Proceedings of the …, 2017 - openaccess.thecvf.com
Short-term tracking is an open and challenging problem for which discriminative correlation
filters (DCF) have shown excellent performance. We introduce the channel and spatial …

Beyond correlation filters: Learning continuous convolution operators for visual tracking

M Danelljan, A Robinson, F Shahbaz Khan… - Computer Vision–ECCV …, 2016 - Springer
Abstract Discriminative Correlation Filters (DCF) have demonstrated excellent performance
for visual object tracking. The key to their success is the ability to efficiently exploit available …

Discriminative scale space tracking

M Danelljan, G Häger, FS Khan… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
Accurate scale estimation of a target is a challenging research problem in visual object
tracking. Most state-of-the-art methods employ an exhaustive scale search to estimate the …

Staple: Complementary learners for real-time tracking

L Bertinetto, J Valmadre, S Golodetz… - Proceedings of the …, 2016 - openaccess.thecvf.com
Correlation Filter-based trackers have recently achieved excellent performance, showing
great robustness to challenging situations exhibiting motion blur and illumination changes …