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• W2572875100 abstract "Deep Convolution Neural Networks (DCNNs) are capable of learning unprecedentedly effective image representations. However, their ability in handling significant local and global image rotations remains limited. In this paper, we propose Active Rotating Filters (ARFs) that actively rotate during convolution and produce feature maps with location and orientation explicitly encoded. An ARF acts as a virtual filter bank containing the filter itself and its multiple unmaterialised rotated versions. During back-propagation, an ARF is collectively updated using errors from all its rotated versions. DCNNs using ARFs, referred to as Oriented Response Networks (ORNs), can produce within-class rotation-invariant deep features while maintaining inter-class discrimination for classification tasks. The oriented response produced by ORNs can also be used for image and object orientation estimation tasks. Over multiple state-of-the-art DCNN architectures, such as VGG, ResNet, and STN, we consistently observe that replacing regular filters with the proposed ARFs leads to significant reduction in the number of network parameters and improvement in classification performance. We report the best results on several commonly used benchmarks." @default.
• W2572875100 created "2017-01-26" @default.
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• W2572875100 date "2017-01-07" @default.
• W2572875100 modified "2023-09-23" @default.
• W2572875100 title "Oriented Response Networks" @default.
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• W2572875100 doi "https://doi.org/10.48550/arxiv.1701.01833" @default.
• W2572875100 hasPublicationYear "2017" @default.
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