Important note: The images below (visible and NIR) are tone mapped for viewing purposes. If you want to reproduce the results, please download the code and the image package from the "Downloads" section.

Original Image NIR Image Ground Truth Ours Tian Guo
img_03_vis.png img_03_nir.png Ground Truth Acc= 0.91081, MCC= 0.7927 Acc= 0.67022, MCC= 0.72547 Acc= 0.65577, MCC= 0.14483
img_100_vis.png img_100_nir.png Ground Truth Acc= 0.91489, MCC= 0.93924 Acc= 0.95423, MCC= 0.949 Acc= 0.31931, MCC= 0.0064189
img_101_vis.png img_101_nir.png Ground Truth Acc= 0.95509, MCC= 0.96357 Acc= 0.96892, MCC= 0.96215 Acc= 0.8998, MCC= 0.7432
img_102_vis.png img_102_nir.png Ground Truth Acc= 0.98775, MCC= 0.99232 Acc= 0.99219, MCC= 0.95882 Acc= 0.18017, MCC= -0.03092
img_109_vis.png img_109_nir.png Ground Truth Acc= 0.92061, MCC= 0.93466 Acc= 0.92309, MCC= 0.92377 Acc= 0.83487, MCC= 0.62665
img_111_vis.png img_111_nir.png Ground Truth Acc= 0.95108, MCC= 0.93511 Acc= 0.84478, MCC= 0.88497 Acc= 0.41253, MCC= 0.065809
img_112_vis.png img_112_nir.png Ground Truth Acc= 0.96193, MCC= 0.93442 Acc= 0.97891, MCC= 0.93534 Acc= 0.41816, MCC= 0.056463
img_113_vis.png img_113_nir.png Ground Truth Acc= 0.77639, MCC= 0.80001 Acc= 0.87317, MCC= 0.65499 Acc= 0.46392, MCC= 0.15281
img_115_vis.png img_115_nir.png Ground Truth Acc= 0.97559, MCC= 0.97158 Acc= 0.9794, MCC= 0.97096 Acc= 0.5947, MCC= 0.25755
img_116_vis.png img_116_nir.png Ground Truth Acc= 0.97753, MCC= 0.98639 Acc= 0.98655, MCC= 0.98136 Acc= 0.20099, MCC= -0.013652
img_119_vis.png img_119_nir.png Ground Truth Acc= 0.97658, MCC= 0.98 Acc= 0.97088, MCC= 0.93187 Acc= 0.4046, MCC= 0.11273
img_120_vis.png img_120_nir.png Ground Truth Acc= 0.96028, MCC= 0.90015 Acc= 0.85397, MCC= 0.80622 Acc= 0.60845, MCC= 0.26188
img_121_vis.png img_121_nir.png Ground Truth Acc= 0.9658, MCC= 0.94816 Acc= 0.96625, MCC= 0.93352 Acc= 0.21171, MCC= -0.033514
img_122_vis.png img_122_nir.png Ground Truth Acc= 0.90271, MCC= 0.69402 Acc= 0.96912, MCC= 0.94219 Acc= 0.29979, MCC= 0.031236
img_123_vis.png img_123_nir.png Ground Truth Acc= 0.77513, MCC= 0.84047 Acc= 0.88412, MCC= 0.89534 Acc= 0.47574, MCC= 0.12328
img_125_vis.png img_125_nir.png Ground Truth Acc= 0.93306, MCC= 0.66915 Acc= 0.54243, MCC= 0.16566 Acc= 0.87295, MCC= 0.2918
img_135_vis.png img_135_nir.png Ground Truth Acc= 0.92865, MCC= 0.86805 Acc= 0.9705, MCC= 0.92146 Acc= 0.2749, MCC= 0.030697
img_136_vis.png img_136_nir.png Ground Truth Acc= 0.96404, MCC= 0.89764 Acc= 0.76949, MCC= 0.7635 Acc= 0.95688, MCC= 0.89136
img_13_vis.png img_13_nir.png Ground Truth Acc= 0.84361, MCC= 0.6415 Acc= 0.89584, MCC= 0.86896 Acc= 0.40888, MCC= 0.018346
img_14_vis.png img_14_nir.png Ground Truth Acc= 0.88989, MCC= 0.91762 Acc= 0.9328, MCC= 0.8863 Acc= 0.3818, MCC= 0.057749
img_15_vis.png img_15_nir.png Ground Truth Acc= 0.93331, MCC= 0.86571 Acc= 0.94414, MCC= 0.92509 Acc= 0.31273, MCC= 0.017163
img_16_vis.png img_16_nir.png Ground Truth Acc= 0.86674, MCC= 0.64793 Acc= 0.96249, MCC= 0.94179 Acc= 0.35968, MCC= 0.028036
img_17_vis.png img_17_nir.png Ground Truth Acc= 0.97535, MCC= 0.94829 Acc= 0.85105, MCC= 0.88995 Acc= 0.31984, MCC= -0.067989
img_202f_vis.png img_202f_nir.png Ground Truth Acc= 0.44937, MCC= 0.39575 Acc= 0.62805, MCC= 0.5724 Acc= 0.79027, MCC= 0.18755
img_202i_vis.png img_202i_nir.png Ground Truth Acc= 0.70631, MCC= 0.4468 Acc= 0.62977, MCC= 0.57404 Acc= 0.78027, MCC= 0.10677
img_205f_vis.png img_205f_nir.png Ground Truth Acc= 0.92712, MCC= 0.69141 Acc= 0.70907, MCC= 0.4343 Acc= 0.92243, MCC= 0.13648
img_205i_vis.png img_205i_nir.png Ground Truth Acc= 0.92553, MCC= 0.68673 Acc= 0.70109, MCC= 0.429 Acc= 0.92683, MCC= 0.2535
img_207f_vis.png img_207f_nir.png Ground Truth Acc= 0.87664, MCC= 0.78374 Acc= 0.67362, MCC= 0.7023 Acc= 0.67566, MCC= 0.34043
img_207i_vis.png img_207i_nir.png Ground Truth Acc= 0.87584, MCC= 0.77652 Acc= 0.67153, MCC= 0.70142 Acc= 0.6765, MCC= 0.33778
img_208f_vis.png img_208f_nir.png Ground Truth Acc= 0.87841, MCC= 0.71819 Acc= 0.69738, MCC= 0.55488 Acc= 0.9433, MCC= 0.76032
img_208i_vis.png img_208i_nir.png Ground Truth Acc= 0.85518, MCC= 0.69707 Acc= 0.73713, MCC= 0.58456 Acc= 0.93774, MCC= 0.7356
img_20_vis.png img_20_nir.png Ground Truth Acc= 0.66447, MCC= 0.40582 Acc= 0.7689, MCC= 0.76144 Acc= 0.29373, MCC= -0.30329
img_211f_vis.png img_211f_nir.png Ground Truth Acc= 0.89327, MCC= 0.81533 Acc= 0.66794, MCC= 0.63607 Acc= 0.80429, MCC= 0.47506
img_211i_vis.png img_211i_nir.png Ground Truth Acc= 0.89986, MCC= 0.82977 Acc= 0.66823, MCC= 0.63934 Acc= 0.78373, MCC= 0.41852
img_213f_vis.png img_213f_nir.png Ground Truth Acc= 0.95538, MCC= 0.78065 Acc= 0.076394, MCC= 0.26772 Acc= 0.9405, MCC= 0.43786
img_213i_vis.png img_213i_nir.png Ground Truth Acc= 0.95623, MCC= 0.76891 Acc= 0.076454, MCC= 0.15894 Acc= 0.92593, MCC= 0.11211
img_221f_vis.png img_221f_nir.png Ground Truth Acc= 0.94096, MCC= 0.86326 Acc= 0.82089, MCC= 0.70346 Acc= 0.83368, MCC= 0.20745
img_221i_vis.png img_221i_nir.png Ground Truth Acc= 0.93963, MCC= 0.85764 Acc= 0.8265, MCC= 0.70504 Acc= 0.82896, MCC= 0.15751
img_222f_vis.png img_222f_nir.png Ground Truth Acc= 0.85934, MCC= 0.71572 Acc= 0.87025, MCC= 0.82484 Acc= 0.62057, MCC= 0.046994
img_222i_vis.png img_222i_nir.png Ground Truth Acc= 0.88833, MCC= 0.75085 Acc= 0.86794, MCC= 0.82342 Acc= 0.68687, MCC= 0.27881
img_22_vis.png img_22_nir.png Ground Truth Acc= 0.88714, MCC= 0.55292 Acc= 0.87861, MCC= 0.77171 Acc= 0.83509, MCC= 0.28552
img_26_vis.png img_26_nir.png Ground Truth Acc= 0.84449, MCC= 0.63461 Acc= 0.6956, MCC= 0.73618 Acc= 0.57825, MCC= 0.11435
img_28_vis.png img_28_nir.png Ground Truth Acc= 0.8759, MCC= 0.68929 Acc= 0.85153, MCC= 0.85128 Acc= 0.63164, MCC= 0.14419
img_30_vis.png img_30_nir.png Ground Truth Acc= 0.8293, MCC= 0.60761 Acc= 0.8254, MCC= 0.85097 Acc= 0.65552, MCC= 0.3085
img_31_vis.png img_31_nir.png Ground Truth Acc= 0.9473, MCC= 0.86828 Acc= 0.95844, MCC= 0.94855 Acc= 0.36674, MCC= 0.024701
img_33_vis.png img_33_nir.png Ground Truth Acc= 0.77368, MCC= 0.74762 Acc= 0.72864, MCC= 0.77219 Acc= 0.58155, MCC= -0.02549
img_38_vis.png img_38_nir.png Ground Truth Acc= 0.88146, MCC= 0.89401 Acc= 0.8971, MCC= 0.91332 Acc= 0.49781, MCC= 0.070694
img_39_vis.png img_39_nir.png Ground Truth Acc= 0.84189, MCC= 0.6582 Acc= 0.82796, MCC= 0.83624 Acc= 0.65201, MCC= 0.20601
img_40_vis.png img_40_nir.png Ground Truth Acc= 0.95829, MCC= 0.84326 Acc= 0.91372, MCC= 0.52408 Acc= 0.13692, MCC= -0.011515
img_41_vis.png img_41_nir.png Ground Truth Acc= 0.74029, MCC= 0.72605 Acc= 0.63348, MCC= 0.68737 Acc= 0.56025, MCC= -0.14252
img_45_vis.png img_45_nir.png Ground Truth Acc= 0.90566, MCC= 0.81893 Acc= 0.85275, MCC= 0.85256 Acc= 0.5254, MCC= 0.020774
img_47_vis.png img_47_nir.png Ground Truth Acc= 0.91708, MCC= 0.82346 Acc= 0.95104, MCC= 0.9396 Acc= 0.3736, MCC= 0.006946
img_50_vis.png img_50_nir.png Ground Truth Acc= 0.83646, MCC= 0.56137 Acc= 0.81863, MCC= 0.79836 Acc= 0.72535, MCC= 0.25186
img_53_vis.png img_53_nir.png Ground Truth Acc= 0.91318, MCC= 0.81169 Acc= 0.89039, MCC= 0.9018 Acc= 0.49086, MCC= 0.070624
img_54_vis.png img_54_nir.png Ground Truth Acc= 0.85519, MCC= 0.71491 Acc= 0.78337, MCC= 0.74875 Acc= 0.68688, MCC= 0.12243
img_56_vis.png img_56_nir.png Ground Truth Acc= 0.94308, MCC= 0.89632 Acc= 0.94102, MCC= 0.94582 Acc= 0.40546, MCC= 0.044618
img_57_vis.png img_57_nir.png Ground Truth Acc= 0.92712, MCC= 0.82112 Acc= 0.89947, MCC= 0.74761 Acc= 0.31448, MCC= -0.014461
img_58_vis.png img_58_nir.png Ground Truth Acc= 0.90533, MCC= 0.86354 Acc= 0.73059, MCC= 0.66426 Acc= 0.64869, MCC= 0.099394
img_59_vis.png img_59_nir.png Ground Truth Acc= 0.88066, MCC= 0.7893 Acc= 0.56084, MCC= 0.56199 Acc= 0.8026, MCC= 0.16196
img_63_vis.png img_63_nir.png Ground Truth Acc= 0.84978, MCC= 0.64511 Acc= 0.72472, MCC= 0.69334 Acc= 0.73302, MCC= 0.18968
img_64_vis.png img_64_nir.png Ground Truth Acc= 0.87443, MCC= 0.73254 Acc= 0.67491, MCC= 0.64342 Acc= 0.69967, MCC= 0.11937
img_66_vis.png img_66_nir.png Ground Truth Acc= 0.89963, MCC= 0.76403 Acc= 0.71667, MCC= 0.78066 Acc= 0.57215, MCC= 0.10603
img_68_vis.png img_68_nir.png Ground Truth Acc= 0.92792, MCC= 0.74354 Acc= 0.44111, MCC= 0.50063 Acc= 0.81272, MCC= 0.17846
img_71_vis.png img_71_nir.png Ground Truth Acc= 0.9681, MCC= 0.91468 Acc= 0.72198, MCC= 0.72443 Acc= 0.93996, MCC= 0.83566
img_73_vis.png img_73_nir.png Ground Truth Acc= 0.98515, MCC= 0.96798 Acc= 0.95635, MCC= 0.96256 Acc= 0.40777, MCC= 0.078365
img_74_vis.png img_74_nir.png Ground Truth Acc= 0.92662, MCC= 0.89024 Acc= 0.85428, MCC= 0.82474 Acc= 0.82728, MCC= 0.60388
img_75_vis.png img_75_nir.png Ground Truth Acc= 0.83187, MCC= 0.86402 Acc= 0.92035, MCC= 0.92483 Acc= 0.813, MCC= 0.71392
img_77_vis.png img_77_nir.png Ground Truth Acc= 0.97505, MCC= 0.95323 Acc= 0.9549, MCC= 0.95663 Acc= 0.80344, MCC= 0.55647
img_83_vis.png img_83_nir.png Ground Truth Acc= 0.81977, MCC= 0.73793 Acc= 0.74036, MCC= 0.75211 Acc= 0.6404, MCC= -0.050756
img_87_vis.png img_87_nir.png Ground Truth Acc= 0.9119, MCC= 0.86446 Acc= 0.92309, MCC= 0.90406 Acc= 0.34331, MCC= 0.0043387
img_88_vis.png img_88_nir.png Ground Truth Acc= 0.96979, MCC= 0.96547 Acc= 0.96449, MCC= 0.97049 Acc= 0.3536, MCC= 0.0097251
img_89_vis.png img_89_nir.png Ground Truth Acc= 0.99233, MCC= 0.97838 Acc= 0.7541, MCC= 0.70248 Acc= 0.71524, MCC= -0.015084
img_93_vis.png img_93_nir.png Ground Truth Acc= 0.99406, MCC= 0.99374 Acc= 0.99167, MCC= 0.99248 Acc= 0.75447, MCC= 0.47679
img_94_vis.png img_94_nir.png Ground Truth Acc= 0.91357, MCC= 0.82511 Acc= 0.93264, MCC= 0.80299 Acc= 0.73147, MCC= 0.36958
74 images in total. Average: 0.89516
Std dev.: 0.084983
Mean MCC : 0.80021
Std dev MCC: 0.13751 		Average: 0.80657
Std dev.: 0.17629
Mean MCC : 0.77136
Std dev MCC: 0.18533 		Average: 0.60616
Std dev.: 0.22594
Mean MCC : 0.19428
Std dev MCC: 0.24366