FVL2020 / ICCV-2023-MB-TaylorFormer

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The work may not be the first of its kind #1

Closed zzr-idam closed 1 year ago

zzr-idam commented 1 year ago

This is excellent work on image dehazing, however, we have used Taylor Expansion to dehaze the image. Single UHD image dehazing via interpretable pyramid network

raindrop313 commented 1 year ago

Thank you for your attention. Although both MB-TaylorForme and your work utilize Taylor expansion, the motivations and methodologies are entirely different. Your work applies the Taylor expansion to the Laplace pyramid, gradually restoring a clearer image, which is an interesting idea. However, we are the first method to use Taylor's formula to expand the attention map of Transformer, reducing the computational complexity from O(n^2) to O(n), while preserving the advantages of the original Transformer. We believe that Taylor's formula is a powerful mathematical tool capable of solving many problems. We will further discuss this approach in the journal version of our work, including a detailed comparison with your work.