Search Results for author: Rajat Sahay

Found 2 papers, 0 papers with code

Dynamic Template Selection Through Change Detection for Adaptive Siamese Tracking

no code implementations7 Mar 2022 Madhu Kiran, Le Thanh Nguyen-Meidine, Rajat Sahay, Rafael Menelau Oliveira E Cruz, Louis-Antoine Blais-Morin, Eric Granger

Results indicate that integrating our proposed method into state-of-art adaptive Siamese trackers can increase the potential benefits of a template update strategy, and significantly improve performance.

Change Detection Incremental Learning +2

Generative Target Update for Adaptive Siamese Tracking

no code implementations21 Feb 2022 Madhu Kiran, Le Thanh Nguyen-Meidine, Rajat Sahay, Rafael Menelau Oliveira E Cruz, Louis-Antoine Blais-Morin, Eric Granger

This paper proposes a model adaptation method for Siamese trackers that uses a generative model to produce a synthetic template from the object search regions of several previous frames, rather than directly using the tracker output.

Change Detection

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