{ "cells": [ { "cell_type": "markdown", "source": [ "The type `Rotate` defines a generic anticlockwise rotation operation around the center\n", "of the image. It is also possible to pass some abstract vector to the constructor, in which case\n", "Augmentor will randomly sample one of its elements every time the operation is applied." ], "metadata": {} }, { "outputs": [ { "output_type": "execute_result", "data": { "text/plain": "248×770 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", "Random.seed!(0)\n", "\n", "img_in = testpattern(RGB, ratio=0.5)\n", "mosaicview(\n", " img_in,\n", "\n", " # deterministic rotation\n", " augment(img_in, Rotate(45)),\n", "\n", " # random rotation\n", " augment(img_in, Rotate(-45:45));\n", " fillvalue=colorant\"white\", nrow=1, npad=10\n", ")" ], "metadata": {}, "execution_count": 1 }, { "cell_type": "markdown", "source": [ "Note that the output image size will be changed after rotation, `CropNative` can be particalually\n", "useful to preserve the image size." ], "metadata": {} }, { "outputs": [ { "output_type": "execute_result", "data": { "text/plain": "248×506 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}}}}}}}, 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}(0.0,0.0,0.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(0.0,0.0,0.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(0.0,0.0,0.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(0.0,0.0,0.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(0.0,0.0,0.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) … RGB{N0f8}(0.0,0.0,0.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(0.0,0.0,0.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(0.0,0.0,0.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(0.0,0.0,0.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(0.0,0.0,0.0)\n ⋮ ⋱ ⋮\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(0.0,0.0,0.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) … RGB{N0f8}(0.0,0.0,0.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(0.0,0.0,0.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(0.0,0.0,0.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(0.0,0.0,0.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(0.0,0.0,0.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) … RGB{N0f8}(0.0,0.0,0.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(0.0,0.0,0.0)\n RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(1.0,1.0,1.0) RGB{N0f8}(0.0,0.0,0.0)", "image/png": 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" }, "metadata": {}, "execution_count": 2 } ], "cell_type": "code", "source": [ "mosaicview(\n", " augment(img_in, Rotate(45)),\n", " augment(img_in, Rotate(45) |> CropNative(axes(img_in)));\n", " nrow=1, npad=10\n", ")" ], "metadata": {}, "execution_count": 2 }, { "cell_type": "markdown", "source": [ "Rotation by some special degree (e.g.,90, 180 and 270) can be handled more efficiently without interpolation.\n", "Compared to `Rotate(90)`, it is recommended to use `Rotate90` when possible. `Rotate180` and\n", "`Rotate270` are available, too." ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## References" ], "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 }