Can I read IG-TRACK: IOU Guided Siamese Networks for visual object tracking on EtoBox?

IG-TRACK: IOU Guided Siamese Networks for visual object tracking by Dasari, Mohana Murali; Gorthi, Rama Krishna Sai Subrahmanyam is a scholarly article available to read on EtoBox.

What is IG-TRACK: IOU Guided Siamese Networks for visual object tracking about?

Recently Deep Learning based Siamese Networks with region proposals for visual object tracking becoming more popular. These networks, while testing, perform extra computations on output if trained network, to predict the bounding box. This however hampering the precision of bounding box. In this work, the authors have proposed a network guided by Intersection Over Union(IOU) while training, to predict precise bounding box. This is achieved by adding new loss function in training the network, to maximize IOU of the predicted bounding box with ground truth. While testing on VOT2018, GOT-10k tracking benchmarks,the proposed approach out-performed the base approach by more than 10% in terms of precision.

Author

Dasari, Mohana Murali; Gorthi, Rama Krishna Sai Subrahmanyam

Published

2020

Language

EN