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run: 1
epoch: 0
loss: 0.999999991163732
IOU: [81.31, 6.71, 43.77, 0.0, 0.0, 0.0, 0.0, 0.0, 6.91, 5.72, 1.79, 0.0, 0.0, 28.02, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 9.17, mIOU_reduced: 10.89, accuracy: 61.32
epoch: 1
loss: 0.9999999914850507
epoch: 2
loss: 0.9999999916457102
epoch: 3
loss: 0.9999999897177971
epoch: 4
loss: 0.9999999921276884
epoch: 5
loss: 0.9999999914850507
epoch: 6
loss: 0.9999999934129638
epoch: 7
loss: 0.9999999934129638
epoch: 8
loss: 0.9999999908424131
epoch: 9
loss: 0.9999999908424131
epoch: 10
loss: 0.9999999910030725
epoch: 11
loss: 0.999999990039116
epoch: 12
loss: 0.9999999914850507
epoch: 13
loss: 0.9999999934129638
epoch: 14
loss: 0.9999999906817536
epoch: 15
loss: 0.9999999913243913
epoch: 16
loss: 0.9999999935736232
epoch: 17
loss: 0.9999999914850507
epoch: 18
loss: 0.9999999918063696
epoch: 19
loss: 0.9999999905210942
epoch: 20
loss: 0.9999999932523044
epoch: 21
loss: 0.9999999908424131
epoch: 22
loss: 0.9999999916457102
epoch: 23
loss: 0.9999999916457102
epoch: 24
loss: 0.9999999924490073
IOU: [95.96, 69.32, 81.52, 24.48, 25.59, 42.05, 28.38, 44.23, 82.99, 37.69, 88.06, 53.11, 3.41, 85.03, 24.95, 26.18, 23.39, 2.22, 49.0]
mIOU: 46.71, mIOU_reduced: 50.82, accuracy: 90.38
epoch: 25
loss: 0.9999999901997754
epoch: 26
loss: 0.9999999934129638
epoch: 27
loss: 0.9999999916457102
epoch: 28
loss: 0.9999999932523044
epoch: 29
loss: 0.9999999934129638
epoch: 30
loss: 0.9999999930916449
epoch: 31
loss: 0.9999999934129638
epoch: 32
loss: 0.9999999908424131
epoch: 33
loss: 0.9999999924490073
epoch: 34
loss: 0.9999999932523044
epoch: 35
loss: 0.9999999924490073
epoch: 36
loss: 0.9999999921276884
epoch: 37
loss: 0.999999990039116
epoch: 38
loss: 0.9999999942162608
epoch: 39
loss: 0.9999999914850507
epoch: 40
loss: 0.9999999908424131
epoch: 41
loss: 0.9999999922883478
epoch: 42
loss: 0.9999999913243913
epoch: 43
loss: 0.9999999927703261
epoch: 44
loss: 0.9999999897177971
epoch: 45
loss: 0.9999999908424131
epoch: 46
loss: 0.999999991163732
epoch: 47
loss: 0.9999999905210942
epoch: 48
loss: 0.9999999926096667
epoch: 49
loss: 0.999999991163732
IOU: [95.97, 70.8, 85.79, 30.13, 41.65, 50.7, 38.59, 54.77, 87.55, 47.11, 91.58, 65.13, 33.49, 87.41, 20.88, 33.9, 19.82, 20.09, 60.11]
mIOU: 54.5, mIOU_reduced: 60.05, accuracy: 92.05
epoch: 50
loss: 0.999999991163732
epoch: 51
loss: 0.9999999914850507
epoch: 52
loss: 0.9999999929309855
epoch: 53
loss: 0.999999991967029
epoch: 54
loss: 0.9999999913243913
epoch: 55
loss: 0.9999999916457102
epoch: 56
loss: 0.9999999897177971
epoch: 57
loss: 0.9999999916457102
epoch: 58
loss: 0.9999999901997754
epoch: 59
loss: 0.9999999893964783
epoch: 60
loss: 0.999999991163732
epoch: 61
loss: 0.9999999892358189
epoch: 62
loss: 0.999999991163732
epoch: 63
loss: 0.9999999905210942
epoch: 64
loss: 0.999999991967029
epoch: 65
loss: 0.999999991967029
epoch: 66
loss: 0.9999999914850507
epoch: 67
loss: 0.9999999895571378
epoch: 68
loss: 0.9999999918063696
epoch: 69
loss: 0.9999999934129638
epoch: 70
loss: 0.9999999897177971
epoch: 71
loss: 0.9999999910030725
epoch: 72
loss: 0.9999999916457102
epoch: 73
loss: 0.9999999910030725
epoch: 74
loss: 0.999999990039116
IOU: [97.03, 76.38, 87.7, 40.87, 42.08, 50.67, 48.53, 61.89, 90.18, 50.59, 89.85, 69.1, 43.38, 89.18, 29.73, 54.5, 37.94, 26.56, 62.36]
mIOU: 60.45, mIOU_reduced: 64.15, accuracy: 93.43
epoch: 75
loss: 0.9999999924490073
epoch: 76
loss: 0.9999999898784565
epoch: 77
loss: 0.9999999897177971
epoch: 78
loss: 0.9999999913243913
epoch: 79
loss: 0.9999999897177971
epoch: 80
loss: 0.9999999938949421
epoch: 81
loss: 0.999999991163732
epoch: 82
loss: 0.999999990039116
epoch: 83
loss: 0.9999999918063696
epoch: 84
loss: 0.9999999918063696
epoch: 85
loss: 0.9999999913243913
epoch: 86
loss: 0.9999999914850507
epoch: 87
loss: 0.9999999910030725
epoch: 88
loss: 0.9999999914850507
epoch: 89
loss: 0.999999991163732
epoch: 90
loss: 0.9999999884325218
epoch: 91
loss: 0.9999999922883478
epoch: 92
loss: 0.9999999927703261
epoch: 93
loss: 0.9999999903604349
epoch: 94
loss: 0.999999991163732
epoch: 95
loss: 0.9999999922883478
epoch: 96
loss: 0.9999999927703261
epoch: 97
loss: 0.9999999922883478
epoch: 98
loss: 0.999999991163732
epoch: 99
loss: 0.9999999918063696
IOU: [96.9, 75.51, 88.49, 47.15, 40.06, 48.45, 45.37, 63.83, 90.11, 53.48, 92.29, 70.17, 43.3, 90.18, 41.16, 53.21, 25.39, 26.91, 59.94]
mIOU: 60.63, mIOU_reduced: 64.51, accuracy: 93.65
epoch: 100
loss: 0.9999999921276884
epoch: 101
loss: 0.9999999921276884
epoch: 102
loss: 0.999999990039116
epoch: 103
loss: 0.9999999913243913
epoch: 104
loss: 0.9999999914850507
epoch: 105
loss: 0.999999991163732
epoch: 106
loss: 0.9999999901997754
epoch: 107
loss: 0.9999999897177971
epoch: 108
loss: 0.9999999916457102
epoch: 109
loss: 0.9999999921276884
epoch: 110
loss: 0.9999999910030725
epoch: 111
loss: 0.9999999914850507
epoch: 112
loss: 0.9999999927703261
epoch: 113
loss: 0.9999999910030725
epoch: 114
loss: 0.9999999921276884
epoch: 115
loss: 0.9999999916457102
epoch: 116
loss: 0.9999999895571378
epoch: 117
loss: 0.999999991163732
epoch: 118
loss: 0.9999999898784565
epoch: 119
loss: 0.9999999913243913
epoch: 120
loss: 0.9999999926096667
epoch: 121
loss: 0.9999999921276884
epoch: 122
loss: 0.9999999897177971
epoch: 123
loss: 0.9999999948588986
epoch: 124
loss: 0.9999999908424131
IOU: [97.22, 77.64, 89.7, 46.65, 48.65, 53.28, 51.72, 67.15, 90.72, 53.82, 92.74, 71.44, 41.95, 91.86, 65.25, 62.6, 49.5, 28.76, 65.12]
mIOU: 65.57, mIOU_reduced: 66.78, accuracy: 94.37
epoch: 125
loss: 0.9999999922883478
epoch: 126
loss: 0.9999999921276884
epoch: 127
loss: 0.9999999895571378
epoch: 128
loss: 0.9999999916457102
epoch: 129
loss: 0.9999999914850507
epoch: 130
loss: 0.9999999910030725
epoch: 131
loss: 0.9999999938949421
epoch: 132
loss: 0.9999999901997754
epoch: 133
loss: 0.9999999916457102
epoch: 134
loss: 0.9999999929309855
epoch: 135
loss: 0.9999999906817536
epoch: 136
loss: 0.999999990039116
epoch: 137
loss: 0.9999999905210942
epoch: 138
loss: 0.9999999924490073
epoch: 139
loss: 0.9999999918063696
epoch: 140
loss: 0.9999999903604349
epoch: 141
loss: 0.9999999932523044
epoch: 142
loss: 0.9999999926096667
epoch: 143
loss: 0.9999999918063696
epoch: 144
loss: 0.9999999927703261
epoch: 145
loss: 0.9999999916457102
epoch: 146
loss: 0.9999999898784565
epoch: 147
loss: 0.9999999905210942
epoch: 148
loss: 0.9999999927703261
epoch: 149
loss: 0.999999991967029
IOU: [96.86, 75.63, 88.57, 22.58, 44.83, 50.57, 49.78, 66.09, 88.92, 52.35, 92.46, 70.67, 46.45, 89.84, 44.37, 63.12, 33.45, 36.41, 61.93]
mIOU: 61.84, mIOU_reduced: 64.62, accuracy: 93.62
epoch: 150
loss: 0.9999999901997754
epoch: 151
loss: 0.9999999922883478
epoch: 152
loss: 0.9999999913243913
epoch: 153
loss: 0.9999999910030725
epoch: 154
loss: 0.9999999924490073
epoch: 155
loss: 0.9999999910030725
epoch: 156
loss: 0.9999999918063696
epoch: 157
loss: 0.999999991967029
epoch: 158
loss: 0.9999999930916449
epoch: 159
loss: 0.9999999897177971
epoch: 160
loss: 0.9999999906817536
epoch: 161
loss: 0.9999999893964783
epoch: 162
loss: 0.9999999930916449
epoch: 163
loss: 0.999999991163732
epoch: 164
loss: 0.9999999914850507
epoch: 165
loss: 0.9999999924490073
epoch: 166
loss: 0.9999999916457102
epoch: 167
loss: 0.9999999922883478
epoch: 168
loss: 0.999999991163732
epoch: 169
loss: 0.9999999914850507
epoch: 170
loss: 0.9999999922883478
epoch: 171
loss: 0.9999999905210942
epoch: 172
loss: 0.9999999898784565
epoch: 173
loss: 0.9999999901997754
epoch: 174
loss: 0.9999999927703261
IOU: [95.6, 70.9, 86.08, 40.25, 38.76, 42.3, 42.68, 61.31, 86.59, 44.48, 91.75, 66.73, 38.96, 87.03, 55.16, 47.49, 46.23, 20.08, 61.0]
mIOU: 59.13, mIOU_reduced: 60.91, accuracy: 92.16
epoch: 175
loss: 0.9999999926096667
epoch: 176
loss: 0.9999999908424131
epoch: 177
loss: 0.9999999918063696
epoch: 178
loss: 0.9999999918063696
epoch: 179
loss: 0.999999991967029
epoch: 180
loss: 0.9999999921276884
epoch: 181
loss: 0.9999999887538407
epoch: 182
loss: 0.999999991967029
epoch: 183
loss: 0.9999999921276884
epoch: 184
loss: 0.9999999918063696
epoch: 185
loss: 0.9999999927703261
epoch: 186
loss: 0.9999999927703261
epoch: 187
loss: 0.9999999916457102
epoch: 188
loss: 0.9999999898784565
epoch: 189
loss: 0.9999999924490073
epoch: 190
loss: 0.9999999916457102
epoch: 191
loss: 0.9999999921276884
epoch: 192
loss: 0.9999999913243913
epoch: 193
loss: 0.9999999924490073
epoch: 194
loss: 0.9999999934129638
epoch: 195
loss: 0.9999999918063696
epoch: 196
loss: 0.9999999903604349
epoch: 197
loss: 0.9999999922883478
epoch: 198
loss: 0.9999999926096667
epoch: 199
loss: 0.9999999926096667
IOU: [97.08, 79.58, 88.46, 48.67, 47.78, 54.4, 53.78, 68.88, 90.12, 53.06, 93.49, 63.93, 47.14, 90.91, 30.52, 72.16, 53.95, 20.51, 56.22]
mIOU: 63.72, mIOU_reduced: 65.87, accuracy: 93.83
epoch: 200
loss: 0.9999999926096667
epoch: 201
loss: 0.9999999918063696
epoch: 202
loss: 0.9999999926096667
epoch: 203
loss: 0.9999999922883478
epoch: 204
loss: 0.9999999918063696
epoch: 205
loss: 0.9999999914850507
epoch: 206
loss: 0.9999999927703261
epoch: 207
loss: 0.9999999940556015
epoch: 208
loss: 0.9999999914850507
epoch: 209
loss: 0.9999999903604349
epoch: 210
loss: 0.9999999913243913
epoch: 211
loss: 0.9999999918063696
epoch: 212
loss: 0.9999999921276884
epoch: 213
loss: 0.9999999895571378
epoch: 214
loss: 0.9999999913243913
epoch: 215
loss: 0.9999999921276884
epoch: 216
loss: 0.9999999924490073
epoch: 217
loss: 0.9999999914850507
epoch: 218
loss: 0.9999999922883478
epoch: 219
loss: 0.9999999935736232
epoch: 220
loss: 0.9999999908424131
epoch: 221
loss: 0.9999999932523044
epoch: 222
loss: 0.9999999932523044
epoch: 223
loss: 0.9999999914850507
epoch: 224
loss: 0.9999999934129638
IOU: [97.3, 78.32, 89.44, 39.67, 51.58, 54.16, 53.49, 67.84, 90.67, 53.95, 93.55, 73.87, 52.53, 89.87, 41.55, 65.16, 54.06, 39.87, 67.74]
mIOU: 66.03, mIOU_reduced: 68.37, accuracy: 94.22
epoch: 225
loss: 0.9999999937342826
epoch: 226
loss: 0.9999999908424131
epoch: 227
loss: 0.9999999916457102
epoch: 228
loss: 0.9999999916457102
epoch: 229
loss: 0.9999999942162608
epoch: 230
loss: 0.9999999924490073
epoch: 231
loss: 0.9999999914850507
epoch: 232
loss: 0.9999999906817536
epoch: 233
loss: 0.9999999924490073
epoch: 234
loss: 0.9999999905210942
epoch: 235
loss: 0.9999999914850507
epoch: 236
loss: 0.9999999914850507
epoch: 237
loss: 0.9999999937342826
epoch: 238
loss: 0.999999991967029
epoch: 239
loss: 0.9999999932523044
epoch: 240
loss: 0.9999999921276884
epoch: 241
loss: 0.9999999927703261
epoch: 242
loss: 0.9999999930916449
epoch: 243
loss: 0.9999999926096667
epoch: 244
loss: 0.999999991967029
epoch: 245
loss: 0.9999999922883478
epoch: 246
loss: 0.9999999905210942
epoch: 247
loss: 0.999999991967029
epoch: 248
loss: 0.9999999924490073
epoch: 249
loss: 0.9999999935736232
IOU: [97.66, 81.14, 90.32, 44.74, 56.67, 57.77, 58.23, 69.52, 90.5, 59.16, 94.03, 74.89, 53.05, 92.35, 54.88, 75.1, 69.44, 45.45, 68.59]
mIOU: 70.18, mIOU_reduced: 70.88, accuracy: 94.84
epoch: 250
loss: 0.9999999898784565
epoch: 251
loss: 0.9999999930916449
epoch: 252
loss: 0.9999999934129638
epoch: 253
loss: 0.9999999927703261
epoch: 254
loss: 0.9999999906817536
epoch: 255
loss: 0.9999999914850507
epoch: 256
loss: 0.9999999889145
epoch: 257
loss: 0.9999999916457102
epoch: 258
loss: 0.9999999945375797
epoch: 259
loss: 0.9999999913243913
epoch: 260
loss: 0.9999999905210942
epoch: 261
loss: 0.9999999906817536
epoch: 262
loss: 0.9999999926096667
epoch: 263
loss: 0.9999999924490073
epoch: 264
loss: 0.9999999906817536
epoch: 265
loss: 0.9999999897177971
epoch: 266
loss: 0.9999999922883478
epoch: 267
loss: 0.9999999922883478
epoch: 268
loss: 0.9999999916457102
epoch: 269
loss: 0.9999999924490073
epoch: 270
loss: 0.9999999926096667
epoch: 271
loss: 0.999999990039116
epoch: 272
loss: 0.9999999913243913
epoch: 273
loss: 0.9999999924490073
epoch: 274
loss: 0.9999999934129638
IOU: [97.48, 80.0, 90.11, 43.63, 53.99, 58.18, 58.62, 71.04, 90.93, 60.75, 93.11, 74.7, 48.68, 91.71, 44.47, 74.13, 48.1, 41.38, 68.3]
mIOU: 67.86, mIOU_reduced: 70.16, accuracy: 94.7
epoch: 275
loss: 0.9999999930916449
epoch: 276
loss: 0.9999999926096667
epoch: 277
loss: 0.999999991967029
epoch: 278
loss: 0.9999999932523044
epoch: 279
loss: 0.9999999921276884
epoch: 280
loss: 0.9999999921276884
epoch: 281
loss: 0.9999999927703261
epoch: 282
loss: 0.9999999934129638
epoch: 283
loss: 0.9999999910030725
epoch: 284
loss: 0.9999999937342826
epoch: 285
loss: 0.9999999916457102
epoch: 286
loss: 0.9999999918063696
epoch: 287
loss: 0.9999999916457102
epoch: 288
loss: 0.9999999914850507
epoch: 289
loss: 0.9999999927703261
epoch: 290
loss: 0.9999999934129638
epoch: 291
loss: 0.9999999927703261
epoch: 292
loss: 0.9999999932523044
epoch: 293
loss: 0.9999999916457102
epoch: 294
loss: 0.9999999924490073
epoch: 295
loss: 0.9999999906817536
epoch: 296
loss: 0.9999999903604349
epoch: 297
loss: 0.9999999914850507
epoch: 298
loss: 0.9999999908424131
epoch: 299
loss: 0.9999999921276884
IOU: [96.66, 76.81, 89.32, 42.3, 50.8, 53.67, 59.79, 68.74, 91.23, 62.86, 93.95, 72.44, 52.46, 89.92, 42.11, 63.55, 17.23, 40.92, 66.87]
mIOU: 64.82, mIOU_reduced: 69.3, accuracy: 94.09
epoch: 300
loss: 0.999999991967029
epoch: 301
loss: 0.9999999921276884
epoch: 302
loss: 0.9999999929309855
epoch: 303
loss: 0.9999999934129638
epoch: 304
loss: 0.9999999932523044
epoch: 305
loss: 0.999999991163732
epoch: 306
loss: 0.9999999929309855
epoch: 307
loss: 0.9999999946982392
epoch: 308
loss: 0.9999999924490073
epoch: 309
loss: 0.9999999921276884
epoch: 310
loss: 0.999999991163732
epoch: 311
loss: 0.999999991967029
epoch: 312
loss: 0.9999999892358189
epoch: 313
loss: 0.9999999921276884
epoch: 314
loss: 0.9999999940556015
epoch: 315
loss: 0.9999999937342826
epoch: 316
loss: 0.9999999935736232
epoch: 317
loss: 0.9999999930916449
epoch: 318
loss: 0.999999991163732
epoch: 319
loss: 0.9999999927703261
epoch: 320
loss: 0.9999999908424131
epoch: 321
loss: 0.9999999924490073
epoch: 322
loss: 0.9999999906817536
epoch: 323
loss: 0.9999999932523044
epoch: 324
loss: 0.9999999921276884
IOU: [97.39, 79.27, 90.19, 44.97, 50.94, 58.11, 60.82, 68.83, 91.41, 58.06, 92.5, 74.2, 53.24, 91.25, 44.47, 51.55, 37.14, 41.83, 69.68]
mIOU: 66.1, mIOU_reduced: 70.17, accuracy: 94.56
epoch: 325
loss: 0.9999999918063696
epoch: 326
loss: 0.9999999934129638
epoch: 327
loss: 0.9999999935736232
epoch: 328
loss: 0.9999999926096667
epoch: 329
loss: 0.999999991163732
epoch: 330
loss: 0.999999991967029
epoch: 331
loss: 0.9999999932523044
epoch: 332
loss: 0.9999999930916449
epoch: 333
loss: 0.9999999908424131
epoch: 334
loss: 0.9999999913243913
epoch: 335
loss: 0.9999999924490073
epoch: 336
loss: 0.9999999905210942
epoch: 337
loss: 0.9999999929309855
epoch: 338
loss: 0.9999999916457102
epoch: 339
loss: 0.9999999938949421
epoch: 340
loss: 0.9999999929309855
epoch: 341
loss: 0.9999999916457102
epoch: 342
loss: 0.9999999924490073
epoch: 343
loss: 0.9999999927703261
epoch: 344
loss: 0.9999999903604349
epoch: 345
loss: 0.9999999914850507
epoch: 346
loss: 0.9999999924490073
epoch: 347
loss: 0.9999999916457102
epoch: 348
loss: 0.9999999927703261
epoch: 349
loss: 0.9999999924490073
IOU: [96.43, 78.09, 90.39, 45.04, 51.58, 58.05, 61.14, 71.93, 91.44, 58.89, 93.25, 74.95, 51.73, 87.78, 65.29, 66.03, 55.52, 41.04, 68.3]
mIOU: 68.78, mIOU_reduced: 70.0, accuracy: 94.42
epoch: 350
loss: 0.9999999934129638
epoch: 351
loss: 0.9999999924490073
epoch: 352
loss: 0.9999999913243913
epoch: 353
loss: 0.9999999932523044
epoch: 354
loss: 0.9999999918063696
epoch: 355
loss: 0.9999999921276884
epoch: 356
loss: 0.999999991967029
epoch: 357
loss: 0.9999999930916449
epoch: 358
loss: 0.9999999927703261
epoch: 359
loss: 0.9999999924490073
epoch: 360
loss: 0.9999999932523044
epoch: 361
loss: 0.9999999918063696
epoch: 362
loss: 0.9999999934129638
epoch: 363
loss: 0.9999999932523044
epoch: 364
loss: 0.9999999910030725
epoch: 365
loss: 0.9999999898784565
epoch: 366
loss: 0.999999991967029
epoch: 367
loss: 0.9999999908424131
epoch: 368
loss: 0.9999999897177971
epoch: 369
loss: 0.9999999932523044
epoch: 370
loss: 0.9999999903604349
epoch: 371
loss: 0.9999999921276884
epoch: 372
loss: 0.9999999913243913
epoch: 373
loss: 0.9999999924490073
epoch: 374
loss: 0.9999999945375797
IOU: [96.75, 76.16, 89.11, 48.37, 47.61, 55.47, 59.12, 69.65, 90.82, 59.58, 92.41, 71.52, 41.05, 90.99, 54.44, 63.35, 32.5, 30.92, 65.49]
mIOU: 65.02, mIOU_reduced: 67.81, accuracy: 94.11
epoch: 375
loss: 0.9999999937342826
epoch: 376
loss: 0.9999999937342826
epoch: 377
loss: 0.9999999922883478
epoch: 378
loss: 0.9999999913243913
epoch: 379
loss: 0.9999999926096667
epoch: 380
loss: 0.9999999921276884
epoch: 381
loss: 0.9999999927703261
epoch: 382
loss: 0.9999999942162608
epoch: 383
loss: 0.9999999927703261
epoch: 384
loss: 0.9999999924490073
epoch: 385
loss: 0.9999999945375797
epoch: 386
loss: 0.9999999932523044
epoch: 387
loss: 0.9999999924490073
epoch: 388
loss: 0.9999999935736232
epoch: 389
loss: 0.9999999921276884
epoch: 390
loss: 0.999999991163732
epoch: 391
loss: 0.9999999926096667
epoch: 392
loss: 0.999999991967029
epoch: 393
loss: 0.9999999948588986
epoch: 394
loss: 0.9999999926096667
epoch: 395
loss: 0.9999999918063696
epoch: 396
loss: 0.9999999922883478
epoch: 397
loss: 0.9999999921276884
epoch: 398
loss: 0.9999999914850507
epoch: 399
loss: 0.9999999926096667
IOU: [97.01, 78.29, 89.92, 36.11, 53.51, 59.54, 58.89, 72.77, 90.61, 54.52, 94.45, 76.33, 52.04, 92.34, 58.13, 63.42, 32.3, 41.11, 69.17]
mIOU: 66.87, mIOU_reduced: 69.79, accuracy: 94.46
epoch: 400
loss: 0.9999999929309855
epoch: 401
loss: 0.9999999932523044
epoch: 402
loss: 0.9999999940556015
epoch: 403
loss: 0.9999999938949421
epoch: 404
loss: 0.9999999929309855
epoch: 405
loss: 0.9999999934129638
epoch: 406
loss: 0.9999999918063696
epoch: 407
loss: 0.9999999916457102
epoch: 408
loss: 0.9999999922883478
epoch: 409
loss: 0.9999999935736232
epoch: 410
loss: 0.9999999924490073
epoch: 411
loss: 0.9999999921276884
epoch: 412
loss: 0.9999999926096667
epoch: 413
loss: 0.9999999935736232
epoch: 414
loss: 0.9999999921276884
epoch: 415
loss: 0.9999999921276884
epoch: 416
loss: 0.999999991163732
epoch: 417
loss: 0.9999999927703261
epoch: 418
loss: 0.9999999935736232
epoch: 419
loss: 0.9999999918063696
epoch: 420
loss: 0.9999999942162608
epoch: 421
loss: 0.9999999913243913
epoch: 422
loss: 0.9999999943769203
epoch: 423
loss: 0.9999999922883478
epoch: 424
loss: 0.9999999913243913
IOU: [97.65, 80.92, 91.23, 50.96, 55.41, 61.2, 62.86, 74.29, 91.1, 55.75, 94.26, 77.41, 55.07, 93.45, 75.37, 83.24, 73.15, 45.8, 69.32]
mIOU: 73.08, mIOU_reduced: 72.29, accuracy: 95.16
epoch: 425
loss: 0.9999999938949421
epoch: 426
loss: 0.9999999924490073
epoch: 427
loss: 0.999999991967029
epoch: 428
loss: 0.9999999924490073
epoch: 429
loss: 0.9999999929309855
epoch: 430
loss: 0.9999999914850507
epoch: 431
loss: 0.9999999942162608
epoch: 432
loss: 0.9999999935736232
epoch: 433
loss: 0.999999991163732
epoch: 434
loss: 0.9999999935736232
epoch: 435
loss: 0.999999990039116
epoch: 436
loss: 0.9999999922883478
epoch: 437
loss: 0.9999999924490073
epoch: 438
loss: 0.9999999903604349
epoch: 439
loss: 0.9999999930916449
epoch: 440
loss: 0.9999999918063696
epoch: 441
loss: 0.9999999908424131
epoch: 442
loss: 0.9999999924490073
epoch: 443
loss: 0.9999999916457102
epoch: 444
loss: 0.9999999926096667
epoch: 445
loss: 0.9999999913243913
epoch: 446
loss: 0.9999999922883478
epoch: 447
loss: 0.999999991967029
epoch: 448
loss: 0.9999999898784565
epoch: 449
loss: 0.9999999926096667
IOU: [97.09, 78.39, 88.04, 27.0, 40.77, 57.58, 59.6, 66.73, 91.26, 50.47, 94.22, 73.29, 46.48, 90.91, 36.8, 65.92, 66.69, 27.38, 63.0]
mIOU: 64.3, mIOU_reduced: 65.76, accuracy: 93.83
epoch: 450
loss: 0.9999999913243913
epoch: 451
loss: 0.9999999913243913
epoch: 452
loss: 0.9999999929309855
epoch: 453
loss: 0.9999999927703261
epoch: 454
loss: 0.9999999921276884
epoch: 455
loss: 0.9999999921276884
epoch: 456
loss: 0.999999991967029
epoch: 457
loss: 0.9999999930916449
epoch: 458
loss: 0.9999999921276884
epoch: 459
loss: 0.9999999942162608
epoch: 460
loss: 0.9999999940556015
epoch: 461
loss: 0.9999999943769203
epoch: 462
loss: 0.9999999929309855
epoch: 463
loss: 0.9999999926096667
epoch: 464
loss: 0.9999999914850507
epoch: 465
loss: 0.9999999934129638
epoch: 466
loss: 0.9999999932523044
epoch: 467
loss: 0.9999999906817536
epoch: 468
loss: 0.9999999922883478
epoch: 469
loss: 0.9999999914850507
epoch: 470
loss: 0.9999999918063696
epoch: 471
loss: 0.9999999935736232
epoch: 472
loss: 0.9999999926096667
epoch: 473
loss: 0.9999999929309855
epoch: 474
loss: 0.9999999926096667
IOU: [96.79, 77.45, 88.51, 34.5, 48.31, 56.02, 53.45, 68.45, 89.91, 58.39, 91.63, 73.17, 39.84, 79.76, 15.72, 63.3, 43.38, 30.81, 66.54]
mIOU: 61.89, mIOU_reduced: 65.85, accuracy: 93.05
epoch: 475
loss: 0.9999999910030725
epoch: 476
loss: 0.9999999913243913
epoch: 477
loss: 0.9999999921276884
epoch: 478
loss: 0.9999999922883478
epoch: 479
loss: 0.9999999932523044
epoch: 480
loss: 0.9999999927703261
epoch: 481
loss: 0.9999999940556015
epoch: 482
loss: 0.9999999921276884
epoch: 483
loss: 0.9999999927703261
epoch: 484
loss: 0.9999999930916449
epoch: 485
loss: 0.9999999927703261
epoch: 486
loss: 0.9999999916457102
epoch: 487
loss: 0.9999999932523044
epoch: 488
loss: 0.9999999916457102
epoch: 489
loss: 0.9999999922883478
epoch: 490
loss: 0.9999999908424131
epoch: 491
loss: 0.9999999927703261
epoch: 492
loss: 0.9999999914850507
epoch: 493
loss: 0.9999999938949421
epoch: 494
loss: 0.9999999914850507
epoch: 495
loss: 0.9999999930916449
epoch: 496
loss: 0.9999999892358189
epoch: 497
loss: 0.9999999930916449
epoch: 498
loss: 0.9999999895571378
epoch: 499
loss: 0.9999999924490073
IOU: [97.23, 79.56, 90.7, 50.99, 51.06, 60.34, 61.41, 71.81, 91.63, 61.49, 94.43, 75.57, 51.54, 92.34, 58.33, 65.89, 65.23, 49.4, 71.4]
mIOU: 70.54, mIOU_reduced: 71.93, accuracy: 94.9
epoch: 500
loss: 0.9999999926096667
epoch: 501
loss: 0.9999999929309855
epoch: 502
loss: 0.9999999914850507
epoch: 503
loss: 0.999999995822855
epoch: 504
loss: 0.999999991967029
epoch: 505
loss: 0.9999999921276884
epoch: 506
loss: 0.9999999910030725
epoch: 507
loss: 0.9999999940556015
epoch: 508
loss: 0.9999999913243913
epoch: 509
loss: 0.9999999935736232
epoch: 510
loss: 0.9999999927703261
epoch: 511
loss: 0.9999999927703261
epoch: 512
loss: 0.9999999927703261
epoch: 513
loss: 0.9999999937342826
epoch: 514
loss: 0.9999999918063696
epoch: 515
loss: 0.9999999897177971
epoch: 516
loss: 0.9999999910030725
epoch: 517
loss: 0.9999999935736232
epoch: 518
loss: 0.9999999922883478
epoch: 519
loss: 0.9999999929309855
epoch: 520
loss: 0.9999999893964783
epoch: 521
loss: 0.9999999950195579
epoch: 522
loss: 0.9999999938949421
epoch: 523
loss: 0.9999999943769203
epoch: 524
loss: 0.9999999922883478
IOU: [97.74, 81.61, 90.45, 52.74, 55.96, 60.31, 56.22, 73.99, 91.19, 57.57, 93.98, 76.42, 54.56, 91.03, 31.56, 66.13, 55.16, 41.52, 68.93]
mIOU: 68.27, mIOU_reduced: 71.51, accuracy: 94.93
epoch: 525
loss: 0.9999999916457102
epoch: 526
loss: 0.999999991967029
epoch: 527
loss: 0.9999999922883478
epoch: 528
loss: 0.9999999905210942
epoch: 529
loss: 0.9999999943769203
epoch: 530
loss: 0.9999999908424131
epoch: 531
loss: 0.9999999929309855
epoch: 532
loss: 0.9999999932523044
epoch: 533
loss: 0.9999999927703261
epoch: 534
loss: 0.9999999916457102
epoch: 535
loss: 0.999999991163732
epoch: 536
loss: 0.9999999922883478
epoch: 537
loss: 0.9999999929309855
epoch: 538
loss: 0.9999999914850507
epoch: 539
loss: 0.9999999916457102
epoch: 540
loss: 0.9999999937342826
epoch: 541
loss: 0.999999991967029
epoch: 542
loss: 0.9999999948588986
epoch: 543
loss: 0.9999999905210942
epoch: 544
loss: 0.9999999922883478
epoch: 545
loss: 0.9999999929309855
epoch: 546
loss: 0.9999999929309855
epoch: 547
loss: 0.9999999918063696
epoch: 548
loss: 0.9999999910030725
epoch: 549
loss: 0.999999991967029
IOU: [97.58, 81.24, 91.1, 45.42, 51.49, 61.03, 64.77, 73.41, 91.26, 55.55, 93.78, 77.3, 58.83, 92.75, 60.96, 74.66, 58.35, 52.02, 71.58]
mIOU: 71.21, mIOU_reduced: 72.44, accuracy: 95.09
epoch: 550
loss: 0.9999999932523044
epoch: 551
loss: 0.9999999895571378
epoch: 552
loss: 0.9999999908424131
epoch: 553
loss: 0.9999999922883478
epoch: 554
loss: 0.9999999929309855
epoch: 555
loss: 0.9999999921276884
epoch: 556
loss: 0.9999999930916449
epoch: 557
loss: 0.999999991967029
epoch: 558
loss: 0.9999999945375797
epoch: 559
loss: 0.9999999910030725
epoch: 560
loss: 0.999999991967029
epoch: 561
loss: 0.9999999930916449
epoch: 562
loss: 0.9999999927703261
epoch: 563
loss: 0.9999999926096667
epoch: 564
loss: 0.9999999934129638
epoch: 565
loss: 0.9999999932523044
epoch: 566
loss: 0.9999999914850507
epoch: 567
loss: 0.999999991967029
epoch: 568
loss: 0.9999999926096667
epoch: 569
loss: 0.9999999921276884
epoch: 570
loss: 0.9999999922883478
epoch: 571
loss: 0.9999999922883478
epoch: 572
loss: 0.9999999935736232
epoch: 573
loss: 0.9999999924490073
epoch: 574
loss: 0.9999999914850507
IOU: [97.61, 81.81, 91.47, 57.31, 60.15, 61.49, 62.76, 69.35, 92.02, 62.41, 94.03, 77.85, 58.02, 93.4, 62.43, 77.18, 68.87, 50.26, 71.77]
mIOU: 73.17, mIOU_reduced: 73.86, accuracy: 95.39
epoch: 575
loss: 0.9999999901997754
epoch: 576
loss: 0.9999999918063696
epoch: 577
loss: 0.9999999946982392
epoch: 578
loss: 0.9999999921276884
epoch: 579
loss: 0.9999999921276884
epoch: 580
loss: 0.9999999927703261
epoch: 581
loss: 0.9999999910030725
epoch: 582
loss: 0.9999999921276884
epoch: 583
loss: 0.9999999922883478
epoch: 584
loss: 0.9999999916457102
epoch: 585
loss: 0.9999999922883478
epoch: 586
loss: 0.9999999940556015
epoch: 587
loss: 0.9999999906817536
epoch: 588
loss: 0.9999999935736232
epoch: 589
loss: 0.9999999929309855
epoch: 590
loss: 0.9999999942162608
epoch: 591
loss: 0.9999999908424131
epoch: 592
loss: 0.9999999905210942
epoch: 593
loss: 0.9999999910030725
epoch: 594
loss: 0.9999999926096667
epoch: 595
loss: 0.9999999918063696
epoch: 596
loss: 0.9999999929309855
epoch: 597
loss: 0.9999999903604349
epoch: 598
loss: 0.9999999938949421
epoch: 599
loss: 0.999999991967029
IOU: [97.76, 82.38, 89.73, 41.36, 51.92, 58.04, 63.63, 72.49, 91.58, 58.73, 94.32, 76.29, 48.56, 93.33, 47.33, 72.04, 69.63, 45.33, 69.29]
mIOU: 69.67, mIOU_reduced: 70.92, accuracy: 94.84
epoch: 600
loss: 0.9999999901997754
epoch: 601
loss: 0.9999999934129638
epoch: 602
loss: 0.9999999916457102
epoch: 603
loss: 0.9999999910030725
epoch: 604
loss: 0.9999999913243913
epoch: 605
loss: 0.9999999943769203
epoch: 606
loss: 0.9999999910030725
epoch: 607
loss: 0.9999999924490073
epoch: 608
loss: 0.9999999905210942
epoch: 609
loss: 0.999999991163732
epoch: 610
loss: 0.9999999916457102
epoch: 611
loss: 0.9999999910030725
epoch: 612
loss: 0.9999999929309855
epoch: 613
loss: 0.9999999898784565
epoch: 614
loss: 0.9999999921276884
epoch: 615
loss: 0.9999999935736232
epoch: 616
loss: 0.999999990039116
epoch: 617
loss: 0.9999999905210942
epoch: 618
loss: 0.9999999908424131
epoch: 619
loss: 0.9999999918063696
epoch: 620
loss: 0.9999999906817536
epoch: 621
loss: 0.9999999914850507
epoch: 622
loss: 0.9999999914850507
epoch: 623
loss: 0.9999999910030725
epoch: 624
loss: 0.9999999918063696
IOU: [97.72, 81.97, 91.46, 55.65, 54.68, 61.83, 62.68, 73.26, 91.94, 61.79, 94.13, 78.02, 57.29, 93.64, 61.31, 79.04, 60.67, 49.73, 71.7]
mIOU: 72.55, mIOU_reduced: 73.59, accuracy: 95.4
epoch: 625
loss: 0.9999999913243913
epoch: 626
loss: 0.9999999910030725
epoch: 627
loss: 0.9999999924490073
epoch: 628
loss: 0.9999999943769203
epoch: 629
loss: 0.9999999921276884
epoch: 630
loss: 0.9999999905210942
epoch: 631
loss: 0.9999999913243913
epoch: 632
loss: 0.9999999922883478
epoch: 633
loss: 0.9999999914850507
epoch: 634
loss: 0.9999999906817536
epoch: 635
loss: 0.9999999932523044
epoch: 636
loss: 0.9999999932523044
epoch: 637
loss: 0.9999999922883478
epoch: 638
loss: 0.9999999922883478
epoch: 639
loss: 0.9999999914850507
epoch: 640
loss: 0.9999999926096667
epoch: 641
loss: 0.999999991967029
epoch: 642
loss: 0.9999999914850507
epoch: 643
loss: 0.9999999932523044
epoch: 644
loss: 0.9999999916457102
epoch: 645
loss: 0.9999999918063696
epoch: 646
loss: 0.9999999916457102
epoch: 647
loss: 0.999999991163732
epoch: 648
loss: 0.9999999922883478
epoch: 649
loss: 0.9999999929309855
IOU: [98.08, 84.25, 91.11, 49.11, 53.77, 61.27, 65.68, 75.16, 92.01, 64.0, 93.94, 78.49, 55.32, 93.68, 72.92, 81.17, 75.86, 52.12, 71.97]
mIOU: 74.2, mIOU_reduced: 73.75, accuracy: 95.52
epoch: 650
loss: 0.9999999922883478
epoch: 651
loss: 0.9999999930916449
epoch: 652
loss: 0.9999999934129638
epoch: 653
loss: 0.999999991967029
epoch: 654
loss: 0.9999999910030725
epoch: 655
loss: 0.9999999913243913
epoch: 656
loss: 0.9999999892358189
epoch: 657
loss: 0.9999999926096667
epoch: 658
loss: 0.9999999913243913
epoch: 659
loss: 0.9999999913243913
epoch: 660
loss: 0.9999999908424131
epoch: 661
loss: 0.9999999914850507
epoch: 662
loss: 0.9999999922883478
epoch: 663
loss: 0.9999999901997754
epoch: 664
loss: 0.999999991967029
epoch: 665
loss: 0.9999999906817536
epoch: 666
loss: 0.9999999914850507
epoch: 667
loss: 0.9999999916457102
epoch: 668
loss: 0.9999999932523044
epoch: 669
loss: 0.9999999926096667
epoch: 670
loss: 0.9999999927703261
epoch: 671
loss: 0.9999999898784565
epoch: 672
loss: 0.9999999906817536
epoch: 673
loss: 0.9999999910030725
epoch: 674
loss: 0.9999999921276884
IOU: [97.57, 80.75, 90.31, 35.89, 49.9, 57.93, 60.26, 73.85, 90.86, 58.83, 94.23, 75.88, 55.64, 92.19, 59.59, 77.32, 50.06, 27.47, 68.15]
mIOU: 68.25, mIOU_reduced: 69.36, accuracy: 94.76
epoch: 675
loss: 0.9999999903604349
epoch: 676
loss: 0.9999999918063696
epoch: 677
loss: 0.9999999898784565
epoch: 678
loss: 0.9999999914850507
epoch: 679
loss: 0.9999999905210942
epoch: 680
loss: 0.9999999921276884
epoch: 681
loss: 0.999999991967029
epoch: 682
loss: 0.9999999921276884
epoch: 683
loss: 0.9999999921276884
epoch: 684
loss: 0.9999999910030725
epoch: 685
loss: 0.9999999916457102
epoch: 686
loss: 0.9999999913243913
epoch: 687
loss: 0.9999999905210942
epoch: 688
loss: 0.9999999908424131
epoch: 689
loss: 0.9999999918063696
epoch: 690
loss: 0.9999999905210942
epoch: 691
loss: 0.9999999916457102
epoch: 692
loss: 0.9999999926096667
epoch: 693
loss: 0.999999990039116
epoch: 694
loss: 0.9999999910030725
epoch: 695
loss: 0.9999999903604349
epoch: 696
loss: 0.9999999932523044
epoch: 697
loss: 0.9999999906817536
epoch: 698
loss: 0.9999999901997754
epoch: 699
loss: 0.999999990039116
IOU: [97.67, 81.9, 91.13, 51.96, 53.23, 61.3, 63.19, 72.16, 91.83, 61.46, 93.99, 78.88, 59.04, 93.39, 49.44, 65.62, 49.43, 46.79, 71.72]
mIOU: 70.22, mIOU_reduced: 73.1, accuracy: 95.24
epoch: 700
loss: 0.9999999924490073
epoch: 701
loss: 0.9999999934129638
epoch: 702
loss: 0.9999999921276884
epoch: 703
loss: 0.9999999916457102
epoch: 704
loss: 0.9999999921276884
epoch: 705
loss: 0.999999991163732
epoch: 706
loss: 0.9999999892358189
epoch: 707
loss: 0.9999999913243913
epoch: 708
loss: 0.9999999908424131
epoch: 709
loss: 0.9999999921276884
epoch: 710
loss: 0.9999999908424131
epoch: 711
loss: 0.999999991163732
epoch: 712
loss: 0.9999999922883478
epoch: 713
loss: 0.9999999921276884
epoch: 714
loss: 0.9999999893964783
epoch: 715
loss: 0.9999999905210942
epoch: 716
loss: 0.9999999929309855
epoch: 717
loss: 0.9999999924490073
epoch: 718
loss: 0.9999999897177971
epoch: 719
loss: 0.9999999889145
epoch: 720
loss: 0.9999999901997754
epoch: 721
loss: 0.9999999889145
epoch: 722
loss: 0.999999991967029
epoch: 723
loss: 0.9999999901997754
epoch: 724
loss: 0.9999999901997754
IOU: [97.87, 82.54, 91.46, 55.02, 56.48, 59.16, 64.94, 75.06, 91.77, 59.35, 94.32, 77.26, 54.83, 93.7, 56.64, 71.03, 67.25, 47.06, 71.73]
mIOU: 71.97, mIOU_reduced: 73.28, accuracy: 95.4
epoch: 725
loss: 0.9999999914850507
epoch: 726
loss: 0.9999999921276884
epoch: 727
loss: 0.9999999942162608
epoch: 728
loss: 0.9999999924490073
epoch: 729
loss: 0.9999999932523044
epoch: 730
loss: 0.9999999914850507
epoch: 731
loss: 0.9999999898784565
epoch: 732
loss: 0.9999999898784565
epoch: 733
loss: 0.9999999901997754
epoch: 734
loss: 0.9999999918063696
epoch: 735
loss: 0.9999999940556015
epoch: 736
loss: 0.9999999910030725
epoch: 737
loss: 0.9999999905210942
epoch: 738
loss: 0.9999999918063696
epoch: 739
loss: 0.9999999906817536
epoch: 740
loss: 0.9999999934129638
epoch: 741
loss: 0.999999991163732
epoch: 742
loss: 0.9999999924490073
epoch: 743
loss: 0.9999999910030725
epoch: 744
loss: 0.9999999926096667
epoch: 745
loss: 0.9999999901997754
epoch: 746
loss: 0.9999999903604349
epoch: 747
loss: 0.9999999913243913
epoch: 748
loss: 0.9999999916457102
epoch: 749
loss: 0.9999999913243913
IOU: [95.07, 70.51, 87.29, 36.13, 33.61, 53.6, 58.64, 72.36, 88.58, 58.68, 93.91, 71.83, 52.68, 92.6, 65.84, 76.49, 59.57, 33.75, 66.79]
mIOU: 66.73, mIOU_reduced: 66.63, accuracy: 93.11
epoch: 750
loss: 0.9999999898784565
epoch: 751
loss: 0.999999991163732
epoch: 752
loss: 0.9999999903604349
epoch: 753
loss: 0.9999999898784565
epoch: 754
loss: 0.9999999934129638
epoch: 755
loss: 0.9999999913243913
epoch: 756
loss: 0.9999999890751594
epoch: 757
loss: 0.9999999922883478
epoch: 758
loss: 0.9999999922883478
epoch: 759
loss: 0.9999999910030725
epoch: 760
loss: 0.9999999945375797
epoch: 761
loss: 0.9999999895571378
epoch: 762
loss: 0.9999999906817536
epoch: 763
loss: 0.9999999903604349
epoch: 764
loss: 0.9999999916457102
epoch: 765
loss: 0.9999999910030725
epoch: 766
loss: 0.9999999926096667
epoch: 767
loss: 0.9999999905210942
epoch: 768
loss: 0.9999999901997754
epoch: 769
loss: 0.9999999914850507
epoch: 770
loss: 0.9999999932523044
epoch: 771
loss: 0.9999999893964783
epoch: 772
loss: 0.9999999921276884
epoch: 773
loss: 0.9999999929309855
epoch: 774
loss: 0.9999999930916449
IOU: [98.08, 84.67, 92.04, 54.28, 57.45, 63.44, 68.25, 74.83, 92.14, 63.22, 94.71, 79.95, 59.59, 94.4, 62.53, 80.02, 73.22, 56.38, 73.06]
mIOU: 74.85, mIOU_reduced: 75.4, accuracy: 95.78
epoch: 775
loss: 0.9999999910030725
epoch: 776
loss: 0.9999999908424131
epoch: 777
loss: 0.9999999893964783
epoch: 778
loss: 0.9999999890751594
epoch: 779
loss: 0.9999999942162608
epoch: 780
loss: 0.9999999910030725
epoch: 781
loss: 0.9999999916457102
epoch: 782
loss: 0.9999999913243913
epoch: 783
loss: 0.9999999914850507
epoch: 784
loss: 0.9999999905210942
epoch: 785
loss: 0.9999999906817536
epoch: 786
loss: 0.9999999914850507
epoch: 787
loss: 0.9999999901997754
epoch: 788
loss: 0.9999999913243913
epoch: 789
loss: 0.9999999898784565
epoch: 790
loss: 0.9999999897177971
epoch: 791
loss: 0.9999999906817536
epoch: 792
loss: 0.9999999932523044
epoch: 793
loss: 0.9999999929309855
epoch: 794
loss: 0.9999999898784565
epoch: 795
loss: 0.999999991967029
epoch: 796
loss: 0.9999999908424131
epoch: 797
loss: 0.9999999921276884
epoch: 798
loss: 0.9999999906817536
epoch: 799
loss: 0.9999999906817536
IOU: [97.91, 83.91, 91.92, 52.8, 55.26, 63.65, 66.55, 76.93, 92.21, 60.91, 94.5, 78.55, 57.98, 94.05, 74.11, 85.57, 74.06, 37.18, 70.23]
mIOU: 74.12, mIOU_reduced: 73.41, accuracy: 95.65
epoch: 800
loss: 0.9999999876292247
epoch: 801
loss: 0.9999999903604349
epoch: 802
loss: 0.9999999903604349
epoch: 803
loss: 0.9999999918063696
epoch: 804
loss: 0.9999999897177971
epoch: 805
loss: 0.999999991967029
epoch: 806
loss: 0.9999999890751594
epoch: 807
loss: 0.9999999908424131
epoch: 808
loss: 0.9999999910030725
epoch: 809
loss: 0.9999999889145
epoch: 810
loss: 0.9999999893964783
epoch: 811
loss: 0.9999999882718623
epoch: 812
loss: 0.9999999918063696
epoch: 813
loss: 0.9999999903604349
epoch: 814
loss: 0.9999999929309855
epoch: 815
loss: 0.999999991163732
epoch: 816
loss: 0.9999999918063696
epoch: 817
loss: 0.9999999913243913
epoch: 818
loss: 0.999999991967029
epoch: 819
loss: 0.9999999903604349
epoch: 820
loss: 0.9999999910030725
epoch: 821
loss: 0.9999999897177971
epoch: 822
loss: 0.9999999918063696
epoch: 823
loss: 0.9999999892358189
epoch: 824
loss: 0.9999999905210942
IOU: [97.86, 83.59, 91.99, 58.96, 52.56, 62.82, 68.41, 74.89, 91.94, 60.13, 94.39, 79.45, 58.26, 93.68, 68.46, 82.88, 75.01, 53.46, 73.02]
mIOU: 74.83, mIOU_reduced: 74.71, accuracy: 95.62
epoch: 825
loss: 0.9999999913243913
epoch: 826
loss: 0.999999991163732
epoch: 827
loss: 0.9999999901997754
epoch: 828
loss: 0.9999999910030725
epoch: 829
loss: 0.9999999893964783
epoch: 830
loss: 0.9999999903604349
epoch: 831
loss: 0.999999991163732
epoch: 832
loss: 0.9999999916457102
epoch: 833
loss: 0.999999991967029
epoch: 834
loss: 0.9999999913243913
epoch: 835
loss: 0.999999990039116
epoch: 836
loss: 0.9999999889145
epoch: 837
loss: 0.9999999906817536
epoch: 838
loss: 0.9999999914850507
epoch: 839
loss: 0.9999999897177971
epoch: 840
loss: 0.9999999901997754
epoch: 841
loss: 0.9999999901997754
epoch: 842
loss: 0.9999999903604349
epoch: 843
loss: 0.9999999918063696
epoch: 844
loss: 0.9999999889145
epoch: 845
loss: 0.9999999914850507
epoch: 846
loss: 0.9999999914850507
epoch: 847
loss: 0.9999999916457102
epoch: 848
loss: 0.999999991967029
epoch: 849
loss: 0.9999999897177971
IOU: [97.49, 81.94, 92.12, 58.33, 57.7, 64.28, 68.34, 77.43, 91.92, 59.4, 94.87, 80.34, 59.52, 94.38, 65.8, 77.99, 69.07, 53.96, 73.76]
mIOU: 74.66, mIOU_reduced: 75.36, accuracy: 95.57
epoch: 850
loss: 0.9999999916457102
epoch: 851
loss: 0.9999999921276884
epoch: 852
loss: 0.999999991163732
epoch: 853
loss: 0.9999999914850507
epoch: 854
loss: 0.9999999893964783
epoch: 855
loss: 0.9999999913243913
epoch: 856
loss: 0.999999990039116
epoch: 857
loss: 0.9999999922883478
epoch: 858
loss: 0.9999999922883478
epoch: 859
loss: 0.9999999884325218
epoch: 860
loss: 0.9999999910030725
epoch: 861
loss: 0.9999999901997754
epoch: 862
loss: 0.9999999887538407
epoch: 863
loss: 0.9999999882718623
epoch: 864
loss: 0.9999999897177971
epoch: 865
loss: 0.999999991163732
epoch: 866
loss: 0.9999999908424131
epoch: 867
loss: 0.9999999910030725
epoch: 868
loss: 0.9999999908424131
epoch: 869
loss: 0.9999999905210942
epoch: 870
loss: 0.9999999921276884
epoch: 871
loss: 0.999999990039116
epoch: 872
loss: 0.9999999906817536
epoch: 873
loss: 0.9999999903604349
epoch: 874
loss: 0.9999999914850507
IOU: [98.03, 84.35, 91.88, 55.74, 57.51, 63.88, 68.24, 77.74, 91.94, 63.94, 95.03, 79.61, 60.29, 94.2, 61.58, 75.27, 71.74, 59.33, 74.04]
mIOU: 74.97, mIOU_reduced: 75.98, accuracy: 95.73
epoch: 875
loss: 0.9999999906817536
epoch: 876
loss: 0.9999999906817536
epoch: 877
loss: 0.9999999895571378
epoch: 878
loss: 0.9999999910030725
epoch: 879
loss: 0.999999990039116
epoch: 880
loss: 0.9999999908424131
epoch: 881
loss: 0.9999999914850507
epoch: 882
loss: 0.9999999914850507
epoch: 883
loss: 0.9999999901997754
epoch: 884
loss: 0.9999999913243913
epoch: 885
loss: 0.9999999903604349
epoch: 886
loss: 0.999999991967029
epoch: 887
loss: 0.9999999905210942
epoch: 888
loss: 0.9999999903604349
epoch: 889
loss: 0.999999991163732
epoch: 890
loss: 0.9999999905210942
epoch: 891
loss: 0.9999999901997754
epoch: 892
loss: 0.9999999916457102
epoch: 893
loss: 0.9999999922883478
epoch: 894
loss: 0.9999999906817536
epoch: 895
loss: 0.9999999906817536
epoch: 896
loss: 0.9999999887538407
epoch: 897
loss: 0.999999990039116
epoch: 898
loss: 0.999999990039116
epoch: 899
loss: 0.9999999914850507
IOU: [98.06, 83.9, 91.7, 53.17, 59.02, 63.93, 67.7, 77.42, 91.99, 61.1, 94.54, 79.73, 58.65, 93.87, 63.84, 81.24, 73.0, 59.57, 74.89]
mIOU: 75.12, mIOU_reduced: 75.58, accuracy: 95.71
epoch: 900
loss: 0.9999999906817536
epoch: 901
loss: 0.9999999908424131
epoch: 902
loss: 0.9999999906817536
epoch: 903
loss: 0.9999999884325218
epoch: 904
loss: 0.9999999929309855
epoch: 905
loss: 0.9999999913243913
epoch: 906
loss: 0.9999999916457102
epoch: 907
loss: 0.9999999916457102
epoch: 908
loss: 0.9999999913243913
epoch: 909
loss: 0.9999999903604349
epoch: 910
loss: 0.9999999929309855
epoch: 911
loss: 0.9999999898784565
epoch: 912
loss: 0.999999990039116
epoch: 913
loss: 0.9999999903604349
epoch: 914
loss: 0.9999999921276884
epoch: 915
loss: 0.9999999914850507
epoch: 916
loss: 0.9999999906817536
epoch: 917
loss: 0.9999999890751594
epoch: 918
loss: 0.9999999914850507
epoch: 919
loss: 0.9999999913243913
epoch: 920
loss: 0.9999999901997754
epoch: 921
loss: 0.9999999901997754
epoch: 922
loss: 0.9999999913243913
epoch: 923
loss: 0.999999991967029
epoch: 924
loss: 0.9999999885931812
IOU: [98.13, 85.04, 92.4, 57.09, 57.71, 65.32, 70.03, 77.98, 92.21, 61.89, 95.07, 80.85, 60.99, 94.71, 80.43, 84.1, 73.4, 62.05, 74.92]
mIOU: 77.07, mIOU_reduced: 76.65, accuracy: 95.96
epoch: 925
loss: 0.9999999905210942
epoch: 926
loss: 0.9999999918063696
epoch: 927
loss: 0.9999999914850507
epoch: 928
loss: 0.9999999922883478
epoch: 929
loss: 0.9999999918063696
epoch: 930
loss: 0.9999999929309855
epoch: 931
loss: 0.9999999930916449
epoch: 932
loss: 0.9999999906817536
epoch: 933
loss: 0.9999999914850507
epoch: 934
loss: 0.9999999918063696
epoch: 935
loss: 0.9999999926096667
epoch: 936
loss: 0.999999991163732
epoch: 937
loss: 0.9999999897177971
epoch: 938
loss: 0.999999991967029
epoch: 939
loss: 0.9999999914850507
epoch: 940
loss: 0.9999999916457102
epoch: 941
loss: 0.9999999930916449
epoch: 942
loss: 0.9999999910030725
epoch: 943
loss: 0.9999999921276884
epoch: 944
loss: 0.9999999916457102
epoch: 945
loss: 0.9999999884325218
epoch: 946
loss: 0.9999999918063696
epoch: 947
loss: 0.9999999910030725
epoch: 948
loss: 0.9999999908424131
epoch: 949
loss: 0.9999999913243913
IOU: [98.18, 84.98, 92.23, 56.53, 56.73, 64.7, 70.22, 78.65, 92.32, 65.02, 95.21, 80.94, 60.36, 94.51, 72.92, 87.74, 77.63, 62.76, 75.6]
mIOU: 77.22, mIOU_reduced: 76.81, accuracy: 95.98
epoch: 950
loss: 0.9999999921276884
epoch: 951
loss: 0.999999990039116
epoch: 952
loss: 0.9999999887538407
epoch: 953
loss: 0.9999999929309855
epoch: 954
loss: 0.9999999913243913
epoch: 955
loss: 0.9999999935736232
epoch: 956
loss: 0.9999999918063696
epoch: 957
loss: 0.9999999906817536
epoch: 958
loss: 0.9999999937342826
epoch: 959
loss: 0.9999999910030725
epoch: 960
loss: 0.9999999905210942
epoch: 961
loss: 0.999999991967029
epoch: 962
loss: 0.9999999892358189
epoch: 963
loss: 0.999999990039116
epoch: 964
loss: 0.9999999927703261
epoch: 965
loss: 0.9999999910030725
epoch: 966
loss: 0.9999999916457102
epoch: 967
loss: 0.9999999916457102
epoch: 968
loss: 0.9999999921276884
epoch: 969
loss: 0.9999999921276884
epoch: 970
loss: 0.9999999927703261
epoch: 971
loss: 0.9999999905210942
epoch: 972
loss: 0.9999999910030725
epoch: 973
loss: 0.9999999929309855
epoch: 974
loss: 0.9999999905210942
IOU: [98.27, 85.74, 92.75, 58.49, 58.23, 66.17, 70.94, 79.31, 92.65, 66.72, 95.14, 81.33, 59.87, 94.78, 78.02, 87.03, 74.97, 62.41, 75.91]
mIOU: 77.83, mIOU_reduced: 77.42, accuracy: 96.18
epoch: 975
loss: 0.9999999935736232
epoch: 976
loss: 0.9999999921276884
epoch: 977
loss: 0.9999999913243913
epoch: 978
loss: 0.9999999924490073
epoch: 979
loss: 0.9999999913243913
epoch: 980
loss: 0.9999999926096667
IOU: [98.36, 86.09, 92.43, 51.75, 58.28, 65.69, 71.02, 79.49, 92.64, 66.22, 95.01, 81.44, 61.22, 94.69, 75.93, 86.96, 76.08, 61.66, 75.78]
mIOU: 77.41, mIOU_reduced: 76.99, accuracy: 96.13
epoch: 981
loss: 0.9999999921276884
IOU: [98.3, 85.95, 92.33, 51.06, 57.84, 66.52, 70.83, 79.66, 92.58, 66.06, 95.05, 81.22, 61.08, 94.71, 79.75, 87.62, 76.13, 61.57, 75.83]
mIOU: 77.58, mIOU_reduced: 76.91, accuracy: 96.1
epoch: 982
loss: 0.9999999924490073
IOU: [98.33, 86.17, 92.42, 53.14, 58.32, 65.76, 70.99, 79.38, 92.59, 66.74, 95.12, 80.68, 58.97, 94.7, 79.63, 87.88, 76.79, 60.14, 75.76]
mIOU: 77.55, mIOU_reduced: 76.82, accuracy: 96.13
epoch: 983
loss: 0.9999999927703261
IOU: [98.34, 86.16, 92.47, 53.48, 58.91, 65.98, 71.08, 79.48, 92.65, 66.42, 95.08, 80.88, 59.86, 94.7, 79.13, 87.36, 76.85, 59.81, 75.73]
mIOU: 77.6, mIOU_reduced: 76.94, accuracy: 96.15
epoch: 984
loss: 0.9999999916457102
IOU: [98.31, 85.95, 92.5, 55.2, 58.57, 66.35, 70.98, 79.36, 92.61, 66.29, 95.09, 81.3, 61.14, 94.72, 79.21, 87.48, 75.54, 62.52, 75.86]
mIOU: 77.84, mIOU_reduced: 77.3, accuracy: 96.15
epoch: 985
loss: 0.9999999946982392
IOU: [98.31, 85.98, 92.37, 51.88, 59.29, 66.23, 71.02, 79.2, 92.52, 65.99, 95.1, 81.17, 61.05, 94.67, 80.02, 87.12, 75.17, 60.96, 75.87]
mIOU: 77.58, mIOU_reduced: 76.98, accuracy: 96.11
epoch: 986
loss: 0.9999999922883478
IOU: [98.31, 86.1, 92.43, 52.54, 59.67, 65.95, 71.16, 78.93, 92.55, 66.67, 95.1, 81.29, 61.14, 94.69, 80.49, 86.89, 76.11, 61.7, 76.03]
mIOU: 77.78, mIOU_reduced: 77.14, accuracy: 96.14
epoch: 987
loss: 0.9999999935736232
IOU: [98.32, 85.85, 92.53, 54.67, 58.79, 66.34, 71.12, 79.03, 92.5, 64.82, 95.15, 81.11, 60.41, 94.68, 77.63, 86.96, 76.4, 61.03, 75.89]
mIOU: 77.54, mIOU_reduced: 77.02, accuracy: 96.12
epoch: 988
loss: 0.9999999927703261
IOU: [98.31, 85.93, 92.55, 55.36, 59.13, 66.02, 71.2, 79.04, 92.54, 65.33, 95.09, 81.5, 61.39, 94.71, 78.84, 87.26, 77.62, 61.89, 75.79]
mIOU: 77.87, mIOU_reduced: 77.24, accuracy: 96.14
epoch: 989
loss: 0.9999999932523044
IOU: [98.31, 85.9, 92.5, 55.27, 57.83, 66.21, 71.3, 79.18, 92.53, 66.03, 95.11, 81.42, 60.48, 94.77, 78.88, 87.82, 76.68, 62.64, 75.92]
mIOU: 77.83, mIOU_reduced: 77.21, accuracy: 96.14
epoch: 990
loss: 0.9999999932523044
IOU: [98.22, 85.34, 92.63, 54.56, 58.7, 65.92, 71.35, 78.96, 92.44, 65.19, 95.11, 81.41, 60.84, 94.74, 77.35, 87.26, 77.51, 62.34, 75.95]
mIOU: 77.68, mIOU_reduced: 77.11, accuracy: 96.09
epoch: 991
loss: 0.9999999921276884
IOU: [98.27, 85.71, 92.62, 56.57, 58.53, 66.13, 71.29, 79.02, 92.59, 66.39, 95.12, 81.55, 61.4, 94.75, 78.94, 87.78, 79.11, 62.55, 75.86]
mIOU: 78.11, mIOU_reduced: 77.4, accuracy: 96.16
epoch: 992
loss: 0.9999999916457102
IOU: [98.22, 85.38, 92.62, 54.44, 58.39, 66.28, 71.3, 79.01, 92.51, 65.64, 95.12, 81.54, 61.17, 94.75, 77.24, 87.71, 77.2, 62.23, 75.95]
mIOU: 77.72, mIOU_reduced: 77.16, accuracy: 96.11
epoch: 993
loss: 0.9999999930916449
IOU: [98.24, 85.48, 92.6, 54.58, 58.46, 66.34, 71.43, 78.92, 92.53, 65.43, 95.15, 81.61, 61.55, 94.77, 78.15, 87.68, 77.67, 62.37, 76.0]
mIOU: 77.84, mIOU_reduced: 77.22, accuracy: 96.12
epoch: 994
loss: 0.9999999906817536
IOU: [98.19, 85.27, 92.58, 56.04, 58.39, 65.96, 71.3, 79.01, 92.6, 65.82, 95.09, 81.56, 61.33, 94.74, 79.86, 87.61, 78.27, 62.79, 75.97]
mIOU: 78.02, mIOU_reduced: 77.29, accuracy: 96.12
epoch: 995
loss: 0.9999999921276884
IOU: [98.22, 85.39, 92.68, 57.81, 58.15, 66.37, 71.16, 78.91, 92.56, 65.87, 95.14, 81.54, 61.42, 94.76, 78.17, 87.96, 77.95, 62.28, 75.75]
mIOU: 78.0, mIOU_reduced: 77.38, accuracy: 96.14
epoch: 996
loss: 0.9999999918063696
IOU: [98.19, 85.25, 92.66, 56.57, 58.39, 66.15, 71.25, 78.98, 92.58, 66.18, 95.14, 81.54, 61.32, 94.75, 79.04, 87.64, 78.59, 62.7, 75.96]
mIOU: 78.05, mIOU_reduced: 77.35, accuracy: 96.12
epoch: 997
loss: 0.9999999926096667
IOU: [98.22, 85.4, 92.72, 56.84, 58.68, 66.37, 71.22, 79.13, 92.61, 66.16, 95.13, 81.44, 61.17, 94.79, 78.1, 88.12, 78.53, 62.77, 76.03]
mIOU: 78.07, mIOU_reduced: 77.42, accuracy: 96.15
epoch: 998
loss: 0.9999999937342826
IOU: [98.18, 85.25, 92.7, 57.12, 58.61, 66.44, 71.44, 79.12, 92.62, 66.24, 95.12, 81.53, 61.62, 94.79, 78.25, 87.93, 79.47, 62.07, 75.8]
mIOU: 78.12, mIOU_reduced: 77.42, accuracy: 96.14
epoch: 999
loss: 0.9999999916457102
IOU: [98.2, 85.33, 92.66, 56.99, 58.78, 66.49, 71.34, 79.18, 92.59, 66.27, 95.11, 81.56, 61.6, 94.8, 78.77, 88.23, 78.99, 62.55, 76.02]
mIOU: 78.18, mIOU_reduced: 77.47, accuracy: 96.14
Best mIOU: 78.1819819400185
Best global accuracy: 96.17807865142822
Training time 1 day, 13:21:54
mIOUs: [78.1819819400185]
global_accuracies: [96.17807865142822]
