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#visual tracking

5 results
cs.CV2019

Boundary Effect-Aware Visual Tracking for UAV with Online Enhanced Background Learning and Multi-Frame Consensus Verification

Changhong Fu, Ziyuan Huang, Yiming Li +2

The paper introduces a UAV visual tracker that mitigates boundary effects in correlation‑filter tracking by online enhanced background learning, spatial penalization, convolutional…

#visual tracking#uav#boundary effect#correlation filters
cs.CV2019

Tracking Holistic Object Representations

Axel Sauer, Elie Aljalbout, Sami Haddadin

The paper proposes a framework that augments existing siamese‑based visual trackers by dynamically storing a diverse set of object templates during tracking, improving robustness a…

#visual tracking#siamese networks#template matching#object representation
cs.CV2019

Learning Compact Target-Oriented Feature Representations for Visual Tracking

Chenglong Li, Yan Huang, Liang Wang +2

The paper introduces a method that jointly learns compact, target‑oriented feature representations and a discriminative correlation filter using Laplacian coding, improving visual…

#visual tracking#feature representation#discriminative correlation filter#laplacian coding
cs.CV2019

Model Decay in Long-Term Tracking

Efstratios Gavves, Ran Tao, Deepak K. Gupta +1

The paper studies how updating a visual tracker with incorrect bounding boxes introduces a bias called model decay, which accumulates over long videos and causes tracking drift, an…

#visual tracking#model decay#long-term tracking#bias correction
cs.CV2019

Real Time Visual Tracking using Spatial-Aware Temporal Aggregation Network

Tao Hu, Lichao Huang, Xianming Liu +1

The paper introduces SATA, a real‑time visual tracker that combines correlation filters with a spatial‑aware temporal aggregation network, using deformable convolutions and a multi…

#visual tracking#temporal aggregation#spatial alignment#deformable convolutions