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- W4378468580 abstract "Traditionally, different types of feature operators (e.g., convolution, self-attention and involution) utilize different approaches to extract and aggregate the features. Resemblance can be hardly discovered from their mathematical formulas. However, these three operators all serve the same paramount purpose and bear no difference in essence. Hence we probe into the essence of various feature operators from a high-level perspective, transformed their components equivalently, and explored their mathematical expressions within higher dimensions. We raise one clear and concrete unified formula for different feature operators termed as Evolution. Evolution utilizes the Evolution Function to generate the Evolution Kernel, which extracts and aggregates the features in certain positions of the input feature map. We mathematically deduce the equivalent transformation from the traditional formulas of these feature operators to Evolution and prove the unification. In addition, we discuss the forms of Evolution Functions and the properties of generated Evolution Kernels, intending to give inspirations to the further research and innovations of powerful feature operators." @default.
- W4378468580 created "2023-05-27" @default.
- W4378468580 creator A5051336653 @default.
- W4378468580 date "2023-05-23" @default.
- W4378468580 modified "2023-09-25" @default.
- W4378468580 title "Evolution: A Unified Formula for Feature Operators from a High-level Perspective" @default.
- W4378468580 doi "https://doi.org/10.48550/arxiv.2305.14409" @default.
- W4378468580 hasPublicationYear "2023" @default.
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