Learning soft mask based feature fusion with channel and spatial attention for robust visual object tracking

M Fiaz, A Mahmood, SK Jung - Sensors, 2020 - mdpi.com
We propose to improve the visual object tracking by introducing a soft mask based low-level
feature fusion technique. The proposed technique is further strengthened by integrating …

Improving object tracking by added noise and channel attention

M Fiaz, A Mahmood, KY Baek, SS Farooq, SK Jung - Sensors, 2020 - mdpi.com
CNN-based trackers, especially those based on Siamese networks, have recently attracted
considerable attention because of their relatively good performance and low computational …

Siamese high-level feature refine network for visual object tracking

MM Rahman, MR Ahmed, L Laishram, SH Kim… - Electronics, 2020 - mdpi.com
Siamese network-based trackers are broadly applied to solve visual tracking problems due
to its balanced performance in terms of speed and accuracy. Tracking desired objects in …

Video Object Segmentation Based on Guided Feature Transfer Learning

M Fiaz, A Mahmood, S Shahzad Farooq, K Ali… - … Workshop on Frontiers …, 2022 - Springer
Abstract Video Object Segmentation (VOS) is a fundamental task with many real-world
computer vision applications and challenging due to available distractors and background …

Enhancing Siamese Visual Tracking With Background Relations

CY Lin, SC Yang, HF Ng, WY Lin - 2021 20th IEEE …, 2021 - ieeexplore.ieee.org
Existing Siamese network-based trackers rely on stable appearance features extracted from
the target object. However, such features might not be available during tracking due to non …

Robust Tracking via Feature Enrichment and Overlap Maximization

M Fiaz, K Ali, SB Yun, KY Baek, HJ Lee, IS Kim… - Frontiers of Computer …, 2021 - Springer
Abstract Recently, Convolutional Neural Networks (CNNs) based approaches have
demonstrated an impressive gain over conventional approaches which resulted in rapid …

Siamese-Based Attention Learning Networks for Robust Visual Object Tracking

MM Rahman, SK Jung - … Extraction and Object Tracking in Digital …, 2022 - books.google.com
Tracking with the siamese network has recently gained enormous popularity in visual object
tracking by using the template-matching mechanism. However, using only the template …