那些遗忘过去的人注定要重蹈覆辙。——乔治•桑塔亚纳
- Authorized error
刚开始按作者 GitHub 上的指示，当运行环境配置好，并且 make 之后，因为生成的 decompose.py 是可执行文件，直接运行
bell2014/decompose.py ../../original.png
就出现了这样的错误
import: not authorized `pd' @ error/constitute.c/WriteImage/1028
看到有相关问题的解答中提到
这是python脚本，不应该把它当成shell脚本运行，当然会报错
突然反应过来，我们通常在终端直接运行的可执行文件一般由 /usr/bin/sh 来作为默认执行器
而 .py 脚本需要显式指出 python 解释器，这样就有了解决方案，直接用 python 来运行就可以了啊
python3 bell2014/decompose.py ../../original.png
- namespacepath error
AttributeError: '_NamespacePath' object has no attribute 'sort'
该错误好像与 pip 有关，可以使用以下命令解决
sudo pip3 install --upgrade setuptools
-
numpy error
ValueError: numpy.dtype size changed, may indicate binary incompatibility. Expected 96 from C header, got 88 from PyObject
造成这个问题的原因是各种库之间的版本不匹配，numpy版本不合适，只需要把numpy降级到刚好满足需要的版本，就可以了。
Python packages (newer packages will likely work, though these are the exact versions that I used): PIL==1.1.7 cython==0.19.2 numpy==1.8.0 scipy==0.13.2 scikit-image==0.9.3 scikit-learn==0.14.1
将所用到的库的版本均降低了一些，没有使用最高版本的，这样就解决了错误。
cv@cv:~ $ sudo pip3 uninstall numpy
cv@cv:~ $ sudo pip3 install numpy==1.8.2
目前的版本如下所示
cv@cv:~ $ python3 >>> Python 3.5.2 (default, Nov 12 2018, 13:43:14) >>> [GCC 5.4.0 20160609] on linux >>> Type "help", "copyright", "credits" or "license" for more information. >>> import numpy >>> import scipy >>> import skimage >>> import sklearn >>> import PIL >>> numpy.__version__ '1.8.2' >>> scipy.__version__ '1.0.0' >>> skimage.__version__ '0.9.3' >>> sklearn.__version__ '0.19.0' >>> PIL.__version__ '6.0.0'
- cPickle error
在 python3 中使用如下代码会报错：
import cPickle as pk ImportError: No module named 'cPickle'
原因： python2 有 cPickle ，但 python3 是没有的，其对应的是 pickle
解决办法：将cPickle改为pickle即可
import pickle as pk
编程时要特别注意一下版本问题，因为 python3 并不兼容 python2。
- Unicode Decode Error
文件中语句如下
self.density = pk.load(gzip.open(data_filename, "rb"))
执行过程中一直报错
Traceback (most recent call last): File "bell2014/decompose.py", line 125, in <module> solver = IntrinsicSolver(input, params) File "/home/SENSETIME/lipenghui/mycode/github/intrinsic_test/bell2014/solver.py", line 26,in __init__ self.energy = IntrinsicEnergy(self.input, params) File "/home/SENSETIME/lipenghui/mycode/github/intrinsic_test/bell2014/energy/energy.py", line 14, in __init__ self.prob_abs_r = ProbAbsoluteReflectance(params) File "/home/SENSETIME/lipenghui/mycode/github/intrinsic_test/bell2014/energy/prob_abs_r.py", line 16, in __init__ self._load() File "/home/SENSETIME/lipenghui/mycode/github/intrinsic_test/bell2014/energy/prob_abs_r.py", line 66, in _load self.density = pk.load(f) UnicodeDecodeError: 'ascii' codec can't decode byte 0xfe in position 0: ordinal not in range(128)
想了一下，同时 Google 查了 gzip 和 pickle 的基本使用方法
一般都是这样
# 解压gzip文件示例: import gzip f = gzip.open('file.txt.gz', 'rb') file_content = f.read() f.close() # 创建gzip文件: import gzip content = "Lots of content here" f = gzip.open('file.txt.gz', 'wb') f.write(content) f.close() # gzip压缩现有文件: import gzip f_in = open('file.txt', 'rb') f_out = gzip.open('file.txt.gz', 'wb') f_out.writelines(f_in) f_out.close() f_in.close()
就想着试了一下，先把文件打开然后操作，操作完成再关闭
f = gzip.open(data_filename, "rb") self.density = pk.load(f) f.close()
果然还是不行，报同样的错误
UnicodeDecodeError: 'ascii' codec can't decode byte 0xfe in position 0: ordinal not in range(128)
看起来是解码的问题，试一下 utf-8
f = gzip.open(data_filename, "rb") self.density = pk.load(f, encoding='utf-8') f.close()
有点转机，错误提示改变了
UnicodeDecodeError: 'utf-8' codec can't decode byte 0xfe in position 0: invalid start byte
再试一下 iso-8859-1
f = gzip.open(data_filename, "rb") self.density = pk.load(f, encoding='iso-8859-1') f.close()
我的天，竟然可以了！通过了！
参考博客Python3：pickle加载文件产生UnicodeDecodeError
- xrang error
运行某代码时，报错
NameError:name ‘xrange’ is not defined
原因：在 python 3 中， range() 与 xrange() 合并为 range( ) 。我的 python 版本为 python3.5。
解决办法：将 xrange( ) 函数全部换为 range( )
最终结果
1 Input: 2 image_filename: ../../original.png 3 mask_filename: None 4 judgements_filename: None 5 parameters_filename: None 6 Output: 7 r_filename: ../../original-r.png 8 s_filename: ../../original-s.png 9 mask_nnz: 280200 10 rows * cols: 280200 11 loading reflectances... 12 loaded reflectances 13 solve... 14 initialization: k-means clustering with 20 centers... 15 clustering done (0.040790392999042524 s). intensities: 16 [ 6.92203607e-04 4.26960300e-01 1.24212123e-02 1.89641258e-01 17 5.15146685e-02 3.61099089e-02 1.32774291e-02 2.76836577e-01 18 8.22313432e-02 4.94125146e-02 3.46569114e-02 1.00000000e-04 19 3.33934676e-04 1.00000000e-04 1.38523075e-01 2.60739745e-02 20 2.33498816e-01 8.18735683e-02 3.37480727e-01 1.18922356e-01] 21 22 run: starting iteration 0/25 23 stage1_optimize_r: compute costs... 24 compute_unary_costs... 25 blur sigma: 75.89183091743142 pixels (image diagonal: 758.9183091743142 pixels) 26 compute_unary_costs: done (0.5502416119998088 s) 27 stage1_optimize_r: optimizing dense crf (10 iters)... 28 stage1_optimize_r: dense crf done (1.1698709270003746 s) 29 stage1_optimize_r: done (1.83796778299984 s) 30 remove_unused_intensities: 17/20 labels kept 31 stage2_smooth_s: constructing linear system... 32 solving linear system... 33 solving sparse linear system (25007 x 17, 50014 nnz)... 34 l1 optimization: (iter 0) mean_error: 0.848319845669 35 l1 optimization: (iter 10) mean_error: 0.706672318615 36 l1 optimization: (iter 20) mean_error: 0.702868308422 37 l1 optimization: (iter 22) mean_error increased: 0.702733472884 --> 0.702734513573 (exit) 38 stage2_smooth_s: done (0.4088439740007743 s) 39 40 run: starting iteration 1/25 41 stage1_optimize_r: compute costs... 42 compute_unary_costs... 43 blur sigma: 37.94591545871571 pixels (image diagonal: 758.9183091743142 pixels) 44 compute_unary_costs: done (0.7491755259998172 s) 45 stage1_optimize_r: optimizing dense crf (10 iters)... 46 stage1_optimize_r: dense crf done (0.9353584070013312 s) 47 stage1_optimize_r: done (1.7722134529994946 s) 48 remove_unused_intensities: 16/17 labels kept 49 stage2_smooth_s: constructing linear system... 50 solving linear system... 51 solving sparse linear system (43826 x 16, 87652 nnz)... 52 l1 optimization: (iter 0) mean_error: 0.550938643846 53 l1 optimization: (iter 10) mean_error: 0.376970472637 54 l1 optimization: (iter 20) mean_error: 0.370139366244 55 l1 optimization: (iter 30) mean_error: 0.369354364487 56 l1 optimization: (iter 40) mean_error: 0.369244346271 57 l1 optimization: (iter 47) mean_error: 0.369230949421, delta_error: 8.6196241128e-07 < 1e-06 (exit) 58 stage2_smooth_s: done (0.7199039520000952 s) 59 60 run: starting iteration 2/25 61 stage1_optimize_r: compute costs... 62 compute_unary_costs... 63 blur sigma: 25.29727697247714 pixels (image diagonal: 758.9183091743142 pixels) 64 compute_unary_costs: done (0.6731677829993714 s) 65 stage1_optimize_r: optimizing dense crf (10 iters)... 66 stage1_optimize_r: dense crf done (0.778866000000562 s) 67 stage1_optimize_r: done (1.537968656000885 s) 68 remove_unused_intensities: 15/16 labels kept 69 stage2_smooth_s: constructing linear system... 70 solving linear system... 71 solving sparse linear system (44218 x 15, 88436 nnz)... 72 l1 optimization: (iter 0) mean_error: 0.540483078222 73 l1 optimization: (iter 10) mean_error: 0.372397125285 74 l1 optimization: (iter 20) mean_error: 0.366028241311 75 l1 optimization: (iter 30) mean_error: 0.365352926541 76 l1 optimization: (iter 40) mean_error: 0.365258067798 77 l1 optimization: (iter 46) mean_error: 0.365247445171, delta_error: 7.83756222034e-07 < 1e-06 (exit) 78 stage2_smooth_s: done (0.6630497730002389 s) 79 80 run: starting iteration 3/25 81 stage1_optimize_r: compute costs... 82 compute_unary_costs... 83 blur sigma: 18.972957729357855 pixels (image diagonal: 758.9183091743142 pixels) 84 compute_unary_costs: done (0.6042482350003411 s) 85 stage1_optimize_r: optimizing dense crf (10 iters)... 86 stage1_optimize_r: dense crf done (0.876166440999441 s) 87 stage1_optimize_r: done (1.565152675999343 s) 88 remove_unused_intensities: 15/15 labels kept 89 stage2_smooth_s: constructing linear system... 90 solving linear system... 91 solving sparse linear system (43854 x 15, 87708 nnz)... 92 l1 optimization: (iter 0) mean_error: 0.548123465878 93 l1 optimization: (iter 10) mean_error: 0.379183935982 94 l1 optimization: (iter 20) mean_error: 0.370830671736 95 l1 optimization: (iter 30) mean_error: 0.36985870122 96 l1 optimization: (iter 40) mean_error: 0.36973524898 97 l1 optimization: (iter 46) mean_error: 0.369724295589, delta_error: 8.89927681436e-07 < 1e-06 (exit) 98 stage2_smooth_s: done (0.6645084909996513 s) 99 100 run: starting iteration 4/25 101 stage1_optimize_r: compute costs... 102 compute_unary_costs... 103 blur sigma: 15.178366183486284 pixels (image diagonal: 758.9183091743142 pixels) 104 compute_unary_costs: done (0.5825622169995768 s) 105 stage1_optimize_r: optimizing dense crf (10 iters)... 106 stage1_optimize_r: dense crf done (0.8731047119999857 s) 107 stage1_optimize_r: done (1.53111209799863 s) 108 remove_unused_intensities: 15/15 labels kept 109 stage2_smooth_s: constructing linear system... 110 solving linear system... 111 solving sparse linear system (43004 x 15, 86008 nnz)... 112 l1 optimization: (iter 0) mean_error: 0.550404498789 113 l1 optimization: (iter 10) mean_error: 0.386131037438 114 l1 optimization: (iter 20) mean_error: 0.378380593721 115 l1 optimization: (iter 30) mean_error: 0.377523726779 116 l1 optimization: (iter 40) mean_error: 0.377437227894 117 l1 optimization: (iter 47) mean_error: 0.377422669138, delta_error: 8.53155257996e-07 < 1e-06 (exit) 118 stage2_smooth_s: done (0.6746894789994258 s) 119 120 run: starting iteration 5/25 121 stage1_optimize_r: compute costs... 122 compute_unary_costs... 123 blur sigma: 12.64863848623857 pixels (image diagonal: 758.9183091743142 pixels) 124 compute_unary_costs: done (0.586484137998923 s) 125 stage1_optimize_r: optimizing dense crf (10 iters)... 126 stage1_optimize_r: dense crf done (0.8833774769991578 s) 127 stage1_optimize_r: done (1.546162930000719 s) 128 remove_unused_intensities: 15/15 labels kept 129 stage2_smooth_s: constructing linear system... 130 solving linear system... 131 solving sparse linear system (38484 x 15, 76968 nnz)... 132 l1 optimization: (iter 0) mean_error: 0.601459488203 133 l1 optimization: (iter 10) mean_error: 0.424348137709 134 l1 optimization: (iter 20) mean_error: 0.416596460813 135 l1 optimization: (iter 30) mean_error: 0.415852904128 136 l1 optimization: (iter 40) mean_error: 0.415766428415 137 l1 optimization: (iter 42) mean_error: 0.415762909767, delta_error: 7.39926142357e-07 < 1e-06 (exit) 138 stage2_smooth_s: done (0.5937881139998353 s) 139 140 run: starting iteration 6/25 141 stage1_optimize_r: compute costs... 142 compute_unary_costs... 143 blur sigma: 10.84169013106163 pixels (image diagonal: 758.9183091743142 pixels) 144 compute_unary_costs: done (0.5921503869994922 s) 145 stage1_optimize_r: optimizing dense crf (10 iters)... 146 stage1_optimize_r: dense crf done (0.8720934989996749 s) 147 stage1_optimize_r: done (1.5388636010011396 s) 148 remove_unused_intensities: 15/15 labels kept 149 stage2_smooth_s: constructing linear system... 150 solving linear system... 151 solving sparse linear system (37601 x 15, 75202 nnz)... 152 l1 optimization: (iter 0) mean_error: 0.619964978736 153 l1 optimization: (iter 10) mean_error: 0.433095199442 154 l1 optimization: (iter 20) mean_error: 0.426054271345 155 l1 optimization: (iter 30) mean_error: 0.425190827702 156 l1 optimization: (iter 40) mean_error: 0.425058632191 157 l1 optimization: (iter 48) mean_error: 0.425038841506, delta_error: 9.60581080511e-07 < 1e-06 (exit) 158 stage2_smooth_s: done (0.6509161739995761 s) 159 160 run: starting iteration 7/25 161 stage1_optimize_r: compute costs... 162 compute_unary_costs... 163 blur sigma: 9.486478864678928 pixels (image diagonal: 758.9183091743142 pixels) 164 compute_unary_costs: done (0.5920468869990145 s) 165 stage1_optimize_r: optimizing dense crf (10 iters)... 166 stage1_optimize_r: dense crf done (0.8754881279983238 s) 167 stage1_optimize_r: done (1.544129306999821 s) 168 remove_unused_intensities: 15/15 labels kept 169 stage2_smooth_s: constructing linear system... 170 solving linear system... 171 solving sparse linear system (36755 x 15, 73510 nnz)... 172 l1 optimization: (iter 0) mean_error: 0.627910150615 173 l1 optimization: (iter 10) mean_error: 0.43875294303 174 l1 optimization: (iter 20) mean_error: 0.431762743505 175 l1 optimization: (iter 30) mean_error: 0.431104294517 176 l1 optimization: (iter 40) mean_error: 0.431007532326 177 l1 optimization: (iter 46) mean_error: 0.430995949755, delta_error: 8.77516629028e-07 < 1e-06 (exit) 178 stage2_smooth_s: done (0.6091458529990632 s) 179 180 run: starting iteration 8/25 181 stage1_optimize_r: compute costs... 182 compute_unary_costs... 183 blur sigma: 8.43242565749238 pixels (image diagonal: 758.9183091743142 pixels) 184 compute_unary_costs: done (0.5855570280000393 s) 185 stage1_optimize_r: optimizing dense crf (10 iters)... 186 stage1_optimize_r: dense crf done (0.8547230149997631 s) 187 stage1_optimize_r: done (1.515983179999239 s) 188 remove_unused_intensities: 15/15 labels kept 189 stage2_smooth_s: constructing linear system... 190 solving linear system... 191 solving sparse linear system (33610 x 15, 67220 nnz)... 192 l1 optimization: (iter 0) mean_error: 0.665736118836 193 l1 optimization: (iter 10) mean_error: 0.470680514058 194 l1 optimization: (iter 20) mean_error: 0.461393751811 195 l1 optimization: (iter 30) mean_error: 0.46026093385 196 l1 optimization: (iter 40) mean_error: 0.46008151787 197 l1 optimization: (iter 50) mean_error: 0.46006048483 198 l1 optimization: (iter 50) mean_error: 0.46006048483, delta_error: 7.13663690532e-07 < 1e-06 (exit) 199 stage2_smooth_s: done (0.6291282800011686 s) 200 201 run: starting iteration 9/25 202 stage1_optimize_r: compute costs... 203 compute_unary_costs... 204 blur sigma: 7.589183091743142 pixels (image diagonal: 758.9183091743142 pixels) 205 compute_unary_costs: done (0.5784938489996421 s) 206 stage1_optimize_r: optimizing dense crf (10 iters)... 207 stage1_optimize_r: dense crf done (0.8727145949997066 s) 208 stage1_optimize_r: done (1.5304242220008746 s) 209 remove_unused_intensities: 15/15 labels kept 210 stage2_smooth_s: constructing linear system... 211 solving linear system... 212 solving sparse linear system (31189 x 15, 62378 nnz)... 213 l1 optimization: (iter 0) mean_error: 0.709556319409 214 l1 optimization: (iter 10) mean_error: 0.500595527149 215 l1 optimization: (iter 20) mean_error: 0.492321439986 216 l1 optimization: (iter 30) mean_error: 0.491430305891 217 l1 optimization: (iter 40) mean_error: 0.491332338391 218 l1 optimization: (iter 49) mean_error: 0.491316172339, delta_error: 7.75992434643e-07 < 1e-06 (exit) 219 stage2_smooth_s: done (0.5869300369995472 s) 220 221 run: starting iteration 10/25 222 stage1_optimize_r: compute costs... 223 compute_unary_costs... 224 blur sigma: 6.899257356130129 pixels (image diagonal: 758.9183091743142 pixels) 225 compute_unary_costs: done (0.6024649629998748 s) 226 stage1_optimize_r: optimizing dense crf (10 iters)... 227 stage1_optimize_r: dense crf done (0.8745310489994154 s) 228 stage1_optimize_r: done (1.5556861759996536 s) 229 remove_unused_intensities: 15/15 labels kept 230 stage2_smooth_s: constructing linear system... 231 solving linear system... 232 solving sparse linear system (29766 x 15, 59532 nnz)... 233 l1 optimization: (iter 0) mean_error: 0.735994109185 234 l1 optimization: (iter 10) mean_error: 0.526304734392 235 l1 optimization: (iter 20) mean_error: 0.515772788891 236 l1 optimization: (iter 30) mean_error: 0.514534596355 237 l1 optimization: (iter 36) mean_error increased: 0.514402404439 --> 0.514416410605 (exit) 238 stage2_smooth_s: done (0.5050967379993381 s) 239 240 run: starting iteration 11/25 241 stage1_optimize_r: compute costs... 242 compute_unary_costs... 243 blur sigma: 6.324319243119285 pixels (image diagonal: 758.9183091743142 pixels) 244 compute_unary_costs: done (0.5678862309996475 s) 245 stage1_optimize_r: optimizing dense crf (10 iters)... 246 stage1_optimize_r: dense crf done (0.8836220150005829 s) 247 stage1_optimize_r: done (1.527260953998848 s) 248 remove_unused_intensities: 15/15 labels kept 249 stage2_smooth_s: constructing linear system... 250 solving linear system... 251 solving sparse linear system (29535 x 15, 59070 nnz)... 252 l1 optimization: (iter 0) mean_error: 0.741882340631 253 l1 optimization: (iter 10) mean_error: 0.530476714165 254 l1 optimization: (iter 20) mean_error: 0.522208230328 255 l1 optimization: (iter 30) mean_error: 0.521135630436 256 l1 optimization: (iter 40) mean_error: 0.520994358485 257 l1 optimization: (iter 47) mean_error: 0.520979465156, delta_error: 8.24535989374e-07 < 1e-06 (exit) 258 stage2_smooth_s: done (0.5645751089996338 s) 259 260 run: starting iteration 12/25 261 stage1_optimize_r: compute costs... 262 compute_unary_costs... 263 blur sigma: 5.837833147494725 pixels (image diagonal: 758.9183091743142 pixels) 264 compute_unary_costs: done (0.5735502790012106 s) 265 stage1_optimize_r: optimizing dense crf (10 iters)... 266 stage1_optimize_r: dense crf done (0.9114546349992452 s) 267 stage1_optimize_r: done (1.5603041840004153 s) 268 remove_unused_intensities: 15/15 labels kept 269 stage2_smooth_s: constructing linear system... 270 solving linear system... 271 solving sparse linear system (29307 x 15, 58614 nnz)... 272 l1 optimization: (iter 0) mean_error: 0.746392356218 273 l1 optimization: (iter 10) mean_error: 0.537803689155 274 l1 optimization: (iter 20) mean_error: 0.527371253087 275 l1 optimization: (iter 30) mean_error: 0.526434112731 276 l1 optimization: (iter 40) mean_error: 0.526316320673 277 l1 optimization: (iter 46) mean_error: 0.526305673425, delta_error: 9.59256531319e-07 < 1e-06 (exit) 278 stage2_smooth_s: done (0.5614078930011601 s) 279 280 run: starting iteration 13/25 [214/7610] 281 stage1_optimize_r: compute costs... 282 compute_unary_costs... 283 blur sigma: 5.420845065530815 pixels (image diagonal: 758.9183091743142 pixels) 284 compute_unary_costs: done (0.5659318560010433 s) 285 stage1_optimize_r: optimizing dense crf (10 iters)... 286 stage1_optimize_r: dense crf done (0.8842907340003876 s) 287 stage1_optimize_r: done (1.5257483599998523 s) 288 remove_unused_intensities: 15/15 labels kept 289 stage2_smooth_s: constructing linear system... 290 solving linear system... 291 solving sparse linear system (27972 x 15, 55944 nnz)... 292 l1 optimization: (iter 0) mean_error: 0.773853801604 293 l1 optimization: (iter 10) mean_error: 0.559586556523 294 l1 optimization: (iter 20) mean_error: 0.549398153147 295 l1 optimization: (iter 30) mean_error: 0.547986199579 296 l1 optimization: (iter 35) mean_error increased: 0.547894372781 --> 0.547896035881 (exit) 297 stage2_smooth_s: done (0.47925809000116715 s) 298 299 run: starting iteration 14/25 300 stage1_optimize_r: compute costs... 301 compute_unary_costs... 302 blur sigma: 5.059455394495428 pixels (image diagonal: 758.9183091743142 pixels) 303 compute_unary_costs: done (0.5734855059999973 s) 304 stage1_optimize_r: optimizing dense crf (10 iters)... 305 stage1_optimize_r: dense crf done (0.9105934059989522 s) 306 stage1_optimize_r: done (1.561003109000012 s) 307 remove_unused_intensities: 15/15 labels kept 308 stage2_smooth_s: constructing linear system... 309 solving linear system... 310 solving sparse linear system (27467 x 15, 54934 nnz)... 311 l1 optimization: (iter 0) mean_error: 0.783897527628 312 l1 optimization: (iter 10) mean_error: 0.566821847196 313 l1 optimization: (iter 20) mean_error: 0.557159197805 314 l1 optimization: (iter 30) mean_error: 0.55564332358 315 l1 optimization: (iter 40) mean_error: 0.55537877309 316 l1 optimization: (iter 50) mean_error: 0.55533702513 317 l1 optimization: (iter 54) mean_error: 0.555333196652, delta_error: 1.07781230607e-07 < 1e-06 (exit) 318 stage2_smooth_s: done (0.5889139669998258 s) 319 320 run: starting iteration 15/25 321 stage1_optimize_r: compute costs... 322 compute_unary_costs... 323 blur sigma: 4.743239432339464 pixels (image diagonal: 758.9183091743142 pixels) 324 compute_unary_costs: done (0.5652168649994564 s) 325 stage1_optimize_r: optimizing dense crf (10 iters)... 326 stage1_optimize_r: dense crf done (0.9014703690008901 s) 327 stage1_optimize_r: done (1.547290978998717 s) 328 remove_unused_intensities: 15/15 labels kept 329 stage2_smooth_s: constructing linear system... 330 solving linear system... 331 solving sparse linear system (27116 x 15, 54232 nnz)... 332 l1 optimization: (iter 0) mean_error: 0.791842473657 333 l1 optimization: (iter 10) mean_error: 0.573400876961 334 l1 optimization: (iter 20) mean_error: 0.563325144168 335 l1 optimization: (iter 30) mean_error: 0.562210411814 336 l1 optimization: (iter 35) mean_error increased: 0.562123003338 --> 0.562123113041 (exit) 337 stage2_smooth_s: done (0.47673624800154357 s) 338 339 run: starting iteration 16/25 340 stage1_optimize_r: compute costs... 341 compute_unary_costs... 342 blur sigma: 4.464225348084201 pixels (image diagonal: 758.9183091743142 pixels) 343 compute_unary_costs: done (0.5694691879998572 s) 344 stage1_optimize_r: optimizing dense crf (10 iters)... 345 stage1_optimize_r: dense crf done (0.8925902729988593 s) 346 stage1_optimize_r: done (1.5394175100009306 s) 347 remove_unused_intensities: 15/15 labels kept 348 stage2_smooth_s: constructing linear system... 349 solving linear system... 350 solving sparse linear system (26079 x 15, 52158 nnz)... 351 l1 optimization: (iter 0) mean_error: 0.814814990158 352 l1 optimization: (iter 10) mean_error: 0.589985840271 353 l1 optimization: (iter 20) mean_error: 0.580643986305 354 l1 optimization: (iter 30) mean_error: 0.579654937015 355 l1 optimization: (iter 40) mean_error: 0.579545343555 356 l1 optimization: (iter 50) mean_error: 0.579523484835 357 l1 optimization: (iter 51) mean_error: 0.579523131158, delta_error: 3.53676597342e-07 < 1e-06 (exit) 358 stage2_smooth_s: done (0.5542264689993317 s) 359 360 run: starting iteration 17/25 361 stage1_optimize_r: compute costs... 362 compute_unary_costs... 363 blur sigma: 4.21621282874619 pixels (image diagonal: 758.9183091743142 pixels) 364 compute_unary_costs: done (0.5775087729998631 s) 365 stage1_optimize_r: optimizing dense crf (10 iters)... 366 stage1_optimize_r: dense crf done (0.8994289300007949 s) 367 stage1_optimize_r: done (1.5562123859999701 s) 368 remove_unused_intensities: 15/15 labels kept 369 stage2_smooth_s: constructing linear system... 370 solving linear system... 371 solving sparse linear system (26468 x 15, 52936 nnz)... 372 l1 optimization: (iter 0) mean_error: 0.806100123463 373 l1 optimization: (iter 10) mean_error: 0.584476665487 374 l1 optimization: (iter 20) mean_error: 0.574978404455 375 l1 optimization: (iter 30) mean_error: 0.574059125645 376 l1 optimization: (iter 40) mean_error: 0.573946381544 377 l1 optimization: (iter 48) mean_error: 0.573934056462, delta_error: 7.93614210903e-07 < 1e-06 (exit) 378 stage2_smooth_s: done (0.5404784649999783 s) 379 380 run: starting iteration 18/25 381 stage1_optimize_r: compute costs... 382 compute_unary_costs... 383 blur sigma: 3.9943068903911274 pixels (image diagonal: 758.9183091743142 pixels) 384 compute_unary_costs: done (0.5776914130001387 s) 385 stage1_optimize_r: optimizing dense crf (10 iters)... 386 stage1_optimize_r: dense crf done (0.8881214180000825 s) 387 stage1_optimize_r: done (1.5512798629988538 s) 388 remove_unused_intensities: 14/15 labels kept 389 stage2_smooth_s: constructing linear system... 390 solving linear system... 391 solving sparse linear system (26755 x 14, 53510 nnz)... 392 l1 optimization: (iter 0) mean_error: 0.800227144263 393 l1 optimization: (iter 10) mean_error: 0.580760011161 394 l1 optimization: (iter 20) mean_error: 0.571072338112 395 l1 optimization: (iter 30) mean_error: 0.570175604626 396 l1 optimization: (iter 40) mean_error: 0.57003969275 397 l1 optimization: (iter 48) mean_error: 0.570021159545, delta_error: 6.59219483889e-07 < 1e-06 (exit) 398 stage2_smooth_s: done (0.5348999540001387 s) 399 400 run: starting iteration 19/25 401 compute_unary_costs... 402 blur sigma: 3.794591545871571 pixels (image diagonal: 758.9183091743142 pixels) 403 compute_unary_costs: done (0.5321224870003789 s) 404 stage1_optimize_r: optimizing dense crf (10 iters)... 405 stage1_optimize_r: dense crf done (0.8216276469993318 s) 406 stage1_optimize_r: done (1.4295585580002808 s) 407 remove_unused_intensities: 14/14 labels kept 408 stage2_smooth_s: constructing linear system... 409 solving linear system... 410 solving sparse linear system (25760 x 14, 51520 nnz)... 411 l1 optimization: (iter 0) mean_error: 0.823102834924 412 l1 optimization: (iter 10) mean_error: 0.598165207553 413 l1 optimization: (iter 20) mean_error: 0.58779100678 414 l1 optimization: (iter 30) mean_error: 0.586455670291 415 l1 optimization: (iter 40) mean_error: 0.586311308971 416 l1 optimization: (iter 48) mean_error: 0.586294653467, delta_error: 9.07397276428e-07 < 1e-06 (exit) 417 stage2_smooth_s: done (0.5258193869995011 s) 418 419 run: starting iteration 20/25 420 stage1_optimize_r: compute costs... 421 compute_unary_costs... 422 blur sigma: 3.613896710353877 pixels (image diagonal: 758.9183091743142 pixels) 423 compute_unary_costs: done (0.5337906789991393 s) 424 stage1_optimize_r: optimizing dense crf (10 iters)... 425 stage1_optimize_r: dense crf done (0.8146714840004279 s) 426 stage1_optimize_r: done (1.423714012000346 s) 427 remove_unused_intensities: 13/14 labels kept 428 stage2_smooth_s: constructing linear system... 429 solving linear system... 430 solving sparse linear system (27844 x 13, 55688 nnz)... 431 l1 optimization: (iter 0) mean_error: 0.7763068581 432 l1 optimization: (iter 10) mean_error: 0.56457658627 433 l1 optimization: (iter 20) mean_error: 0.554611154765 434 l1 optimization: (iter 30) mean_error: 0.553539496221 435 l1 optimization: (iter 40) mean_error: 0.553407694958 436 l1 optimization: (iter 49) mean_error: 0.553388498944, delta_error: 5.71098693003e-07 < 1e-06 (exit) 437 stage2_smooth_s: done (0.535263923000457 s) 438 439 run: starting iteration 21/25 440 stage1_optimize_r: compute costs... 441 compute_unary_costs... 442 blur sigma: 3.4496286780650647 pixels (image diagonal: 758.9183091743142 pixels) 443 compute_unary_costs: done (0.4950314950001484 s) 444 stage1_optimize_r: optimizing dense crf (10 iters)... 445 stage1_optimize_r: dense crf done (0.7790628120001202 s) 446 stage1_optimize_r: done (1.3543717560005462 s) 447 remove_unused_intensities: 12/13 labels kept 448 stage2_smooth_s: constructing linear system... 449 solving linear system... 450 solving sparse linear system (27464 x 12, 54928 nnz)... 451 l1 optimization: (iter 0) mean_error: 0.783821193892 452 l1 optimization: (iter 10) mean_error: 0.567872874384 453 l1 optimization: (iter 20) mean_error: 0.559774390113 454 l1 optimization: (iter 30) mean_error: 0.558840502984 455 l1 optimization: (iter 40) mean_error: 0.55872708717 456 l1 optimization: (iter 47) mean_error: 0.558709929732, delta_error: 8.11216353647e-07 < 1e-06 (exit) 457 stage2_smooth_s: done (0.5060469210002339 s) 458 459 run: starting iteration 22/25 460 stage1_optimize_r: compute costs... 461 compute_unary_costs... [32/7610] 462 blur sigma: 3.2996448224970183 pixels (image diagonal: 758.9183091743142 pixels) 463 compute_unary_costs: done (0.4522810700000264 s) 464 stage1_optimize_r: optimizing dense crf (10 iters)... 465 stage1_optimize_r: dense crf done (0.6781864069998846 s) 466 stage1_optimize_r: done (1.2041443830003118 s) 467 remove_unused_intensities: 12/12 labels kept 468 stage2_smooth_s: constructing linear system... 469 solving linear system... 470 solving sparse linear system (26613 x 12, 53226 nnz)... 471 l1 optimization: (iter 0) mean_error: 0.803313082765 472 l1 optimization: (iter 10) mean_error: 0.585454389126 473 l1 optimization: (iter 20) mean_error: 0.572935523084 474 l1 optimization: (iter 30) mean_error: 0.571668572036 475 l1 optimization: (iter 40) mean_error: 0.571550105523 476 l1 optimization: (iter 50) mean_error: 0.57152486767 477 l1 optimization: (iter 51) mean_error: 0.571524126167, delta_error: 7.41502855561e-07 < 1e-06 (exit) 478 stage2_smooth_s: done (0.515380897999421 s) 479 480 run: starting iteration 23/25 481 stage1_optimize_r: compute costs... 482 compute_unary_costs... 483 blur sigma: 3.1621596215596424 pixels (image diagonal: 758.9183091743142 pixels) 484 compute_unary_costs: done (0.4568941420002375 s) 485 stage1_optimize_r: optimizing dense crf (10 iters)... 486 stage1_optimize_r: dense crf done (0.6868505080001341 s) 487 stage1_optimize_r: done (1.2174359950004146 s) 488 remove_unused_intensities: 12/12 labels kept 489 stage2_smooth_s: constructing linear system... 490 solving linear system... 491 solving sparse linear system (28014 x 12, 56028 nnz)... 492 l1 optimization: (iter 0) mean_error: 0.773720996995 493 l1 optimization: (iter 10) mean_error: 0.56187904257 494 l1 optimization: (iter 20) mean_error: 0.550965017396 495 l1 optimization: (iter 30) mean_error: 0.549877522487 496 l1 optimization: (iter 40) mean_error: 0.549742202569 497 l1 optimization: (iter 47) mean_error: 0.549728343696, delta_error: 9.56516332029e-07 < 1e-06 (exit) 498 stage2_smooth_s: done (0.5140209019991744 s) 499 500 run: starting iteration 24/25 501 stage1_optimize_r: compute costs... 502 compute_unary_costs... 503 blur sigma: 3.035673236697257 pixels (image diagonal: 758.9183091743142 pixels) 504 compute_unary_costs: done (0.46191501500106824 s) 505 stage1_optimize_r: optimizing dense crf (10 iters)... 506 stage1_optimize_r: dense crf done (0.6868947450002452 s) 507 stage1_optimize_r: done (1.2291630130002886 s) 508 remove_unused_intensities: 12/12 labels kept 509 split_label_clusters: 12 --> 5912 510 remove_unused_intensities: 5912/5912 labels kept 511 stage2_smooth_s: constructing linear system... 512 solving linear system... 513 solving sparse linear system (27519 x 5912, 55038 nnz)... 514 l1 optimization: (iter 0) mean_error: 0.211440063628 515 l1 optimization: (iter 10) mean_error: 0.203399581531 516 l1 optimization: (iter 20) mean_error: 0.203242222921 517 l1 optimization: (iter 24) mean_error: 0.203233986913, delta_error: 7.34804542463e-07 < 1e-06 (exit) 518 stage2_smooth_s: done (8.013847729998815 s) 519 solve (61.8871597870002 s)
效果示意，其中第一幅图是输入的原图original.png，第二幅图是生成的反射图像original-r.png，第三幅图是生成的光照图像original-s.png，看结果还是十分可观的。
