{ "cells": [ { "cell_type": "markdown", "source": [ "Smoothed random distortion" ], "metadata": {} }, { "outputs": [ { "output_type": "execute_result", "data": { "text/plain": "150×620 MosaicViews.MosaicView{RGB{FixedPointNumbers.N0f8}, 4, Base.ReshapedArray{RGB{FixedPointNumbers.N0f8}, 4, PaddedViews.PaddedView{RGB{FixedPointNumbers.N0f8}, 3, Tuple{Base.OneTo{Int64}, Base.OneTo{Int64}, Base.OneTo{Int64}}, StackViews.StackView{RGB{FixedPointNumbers.N0f8}, 3, 3, Tuple{OffsetArrays.OffsetMatrix{RGB{FixedPointNumbers.N0f8}, PaddedViews.PaddedView{RGB{FixedPointNumbers.N0f8}, 2, Tuple{UnitRange{Int64}, UnitRange{Int64}}, Matrix{RGB{FixedPointNumbers.N0f8}}}}, OffsetArrays.OffsetMatrix{RGB{FixedPointNumbers.N0f8}, PaddedViews.PaddedView{RGB{FixedPointNumbers.N0f8}, 2, Tuple{UnitRange{Int64}, UnitRange{Int64}}, Matrix{RGB{FixedPointNumbers.N0f8}}}}, OffsetArrays.OffsetMatrix{RGB{FixedPointNumbers.N0f8}, PaddedViews.PaddedView{RGB{FixedPointNumbers.N0f8}, 2, Tuple{UnitRange{Int64}, UnitRange{Int64}}, Matrix{RGB{FixedPointNumbers.N0f8}}}}}}}, Tuple{Base.MultiplicativeInverses.SignedMultiplicativeInverse{Int64}, Base.MultiplicativeInverses.SignedMultiplicativeInverse{Int64}}}}:\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) … RGB{N0f8}(1.0,1.0,1.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) … RGB{N0f8}(1.0,1.0,1.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0)\n ⋮ ⋱ \n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) … RGB{N0f8}(1.0,1.0,1.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0)", "image/png": "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" }, "metadata": {}, "execution_count": 1 } ], "cell_type": "code", "source": [ "using Augmentor\n", "using ImageShow, ImageCore\n", "using Random\n", "\n", "img_in = testpattern(RGB, ratio=0.5)\n", "\n", "mosaicview(\n", " img_in,\n", " augment(img_in, ElasticDistortion(15,15,0.1)),\n", " augment(img_in, ElasticDistortion(10,10,0.2,4,3,true));\n", " fillvalue=colorant\"white\", nrow=1, npad=10\n", ")" ], "metadata": {}, "execution_count": 1 }, { "cell_type": "markdown", "source": [ "## Reference" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "---\n", "\n", "*This notebook was generated using [Literate.jl](https://github.com/fredrikekre/Literate.jl).*" ], "metadata": {} } ], "nbformat_minor": 3, "metadata": { "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.7.3" }, "kernelspec": { "name": "julia-1.7", "display_name": "Julia 1.7.3", "language": "julia" } }, "nbformat": 4 }