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- W4386432893 abstract "Human action recognition from visual data is a popular topic in Computer Vision, applied in a wide range of domains. State-of-the-art solutions often include deep-learning approaches based on RGB videos and pre-computed optical flow maps. Recently, 3D Gray-Code Kernels projections have been assessed as an alternative way of representing motion, being able to efficiently capture space-time structures. In this work, we investigate the use of GCK pooling maps, which we called GCK-Maps, as input for addressing Human Action Recognition with CNNs. We provide an experimental comparison with RGB and optical flow in terms of accuracy, efficiency, and scene-bias dependency. Our results show that GCK-Maps generally represent a valuable alternative to optical flow and RGB frames, with a significant reduction of the computational burden." @default.
- W4386432893 created "2023-09-05" @default.
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- W4386432893 date "2023-01-01" @default.
- W4386432893 modified "2023-09-30" @default.
- W4386432893 title "GCK-Maps: A Scene Unbiased Representation for Efficient Human Action Recognition" @default.
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- W4386432893 doi "https://doi.org/10.1007/978-3-031-43148-7_6" @default.
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