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During multi-scale training, we randomly sample a pyramid scale each time an image is sampled, and then train the image object with an approximate scale invariant sampled.
On one side, the series focuses on recent methods and technologies which allow multi-scale, multi-physics, high-resolution analysis and modeling of biological systems.
A multi-scale supervised neural architecture, called Multi-Scale SOON, is proposed for natural texture classification.
A detector is trained from the collected training samples, and a window slides an image from left to right and top to bottom in multi-scales to identify the objects.
Zhao, X. Multi-scale multi-mechanism design of tough hydrogels: Building dissipation into stretchy networks.
Hahn, O. & Abel, T. Multi-scale initial conditions for cosmological simulations.
Characterization and Measurement of Multi-Scale Gas Transport in Shale Core Samples.
Alessandretti, L., Sapiezynski, P., Lehmann, S. & Baronchelli, A. Multi-scale spatio-temporal analysis of human mobility.
The physical origin of the existence of multi-scales in spatio-temporal dynamics structures is still to be understood.
Sheng, M., Li, G., Shah, S. N. & Jin, X. Extended Finite Element Modeling of Multi-scale Flow in Fractured Shale Gas Reservoirs.
Hackmack, K., Paul, F., Weygandt, M., Allefeld, C. & Haynes, J.D. Multi-scale classification of disease using structural MRI and wavelet transform.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com