8 December 2015 Viola-Jones based hybrid framework for real-time object detection in multispectral images
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Proceedings Volume 9875, Eighth International Conference on Machine Vision (ICMV 2015); 98750N (2015) https://doi.org/10.1117/12.2228707
Event: Eighth International Conference on Machine Vision, 2015, Barcelona, Spain
Abstract
This paper describes a method for real-time object detection based on a hybrid of a Viola-Jones cascade with a convolutional neural network. This scheme allows flexible trade-offs between detection quality and computational performance. We also propose a generalization of this method to multispectral images that effectively and efficiently utilizes information from each spectral channel. The new scheme is experimentally compared to traditional Viola-Jones, showing improved detection quality with adjustable performance.
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E. Kuznetsova, E. Kuznetsova, E. Shvets, E. Shvets, D. Nikolaev, D. Nikolaev, } "Viola-Jones based hybrid framework for real-time object detection in multispectral images", Proc. SPIE 9875, Eighth International Conference on Machine Vision (ICMV 2015), 98750N (8 December 2015); doi: 10.1117/12.2228707; https://doi.org/10.1117/12.2228707
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