Created
July 25, 2014 14:06
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How to filter a triangle list with a mask
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{ | |
"metadata": { | |
"name": "", | |
"signature": "sha256:82e0b70f57890813f7621480dbf68475ce2b1e25a7310d8fe23080e7021dcc4c" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import menpo\n", | |
"import numpy as np" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"trilist = np.array([0, 1, 2, 0, 3, 2, 2, 5, 4, 4, 5, 6]).reshape([4, 3])\n", | |
"points = np.random.rand(7, 3)\n", | |
"mask = np.array([True, False, True, True, True, True, True])" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"print points" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"[[ 0.81988993 0.71700209 0.50835648]\n", | |
" [ 0.79093236 0.36038279 0.84154055]\n", | |
" [ 0.22104768 0.03970721 0.4352194 ]\n", | |
" [ 0.25306475 0.81060459 0.05632058]\n", | |
" [ 0.00627229 0.03531831 0.72232639]\n", | |
" [ 0.27690353 0.82088957 0.90024519]\n", | |
" [ 0.34770358 0.62584806 0.22801873]]\n" | |
] | |
} | |
], | |
"prompt_number": 3 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"print trilist" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"[[0 1 2]\n", | |
" [0 3 2]\n", | |
" [2 5 4]\n", | |
" [4 5 6]]\n" | |
] | |
} | |
], | |
"prompt_number": 4 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# What point indices are left?\n", | |
"i = np.arange(points.shape[0])\n", | |
"i_left = i[mask]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 5 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# filter triangles removing any that contain a missing point.\n", | |
"tri_kept_mask = ~np.any(~np.in1d(trilist, i_left).reshape(trilist.shape), axis=1)\n", | |
"tri_kept = trilist[tri_kept_mask]\n", | |
"# only remaining indices in tri_kept survive\n", | |
"i_kept = np.sort(np.unique(tri_kept))" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 6 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# need to re-index. Build a new index\n", | |
"i_new = np.arange(i_kept.size)\n", | |
"# i_to_new[i] = i_new\n", | |
"i_to_new = i.copy()\n", | |
"i_to_new[i_kept] = i_new" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 7 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# use i_to_new, tri_kept to build new trilist and points\n", | |
"new_trilist = i_to_new[tri_kept.ravel()].reshape([-1, 3])\n", | |
"new_points = points[i_kept]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 8 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"print new_trilist" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"[[0 2 1]\n", | |
" [1 4 3]\n", | |
" [3 4 5]]\n" | |
] | |
} | |
], | |
"prompt_number": 9 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"print new_points" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"[[ 0.81988993 0.71700209 0.50835648]\n", | |
" [ 0.22104768 0.03970721 0.4352194 ]\n", | |
" [ 0.25306475 0.81060459 0.05632058]\n", | |
" [ 0.00627229 0.03531831 0.72232639]\n", | |
" [ 0.27690353 0.82088957 0.90024519]\n", | |
" [ 0.34770358 0.62584806 0.22801873]]\n" | |
] | |
} | |
], | |
"prompt_number": 10 | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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