add code with libraries

+/a/airfield 2
+/a/airplane_cabin 1
+/a/airport_terminal 1
+/a/alcove 1
+/a/alley 2
+/a/amphitheater 2
+/a/amusement_arcade 1
+/a/amusement_park 2
+/a/apartment_building/outdoor 2
+/a/aquarium 1
+/a/aqueduct 2
+/a/arcade 1
+/a/arch 2
+/a/archaelogical_excavation 1
+/a/archive 1
+/a/arena/hockey 1
+/a/arena/performance 1
+/a/arena/rodeo 1
+/a/army_base 2
+/a/art_gallery 1
+/a/art_school 1
+/a/art_studio 1
+/a/artists_loft 1
+/a/assembly_line 1
+/a/athletic_field/outdoor 2
+/a/atrium/public 1
+/a/attic 1
+/a/auditorium 1
+/a/auto_factory 1
+/a/auto_showroom 1
+/b/badlands 2
+/b/bakery/shop 1
+/b/balcony/exterior 2
+/b/balcony/interior 2
+/b/ball_pit 1
+/b/ballroom 1
+/b/bamboo_forest 2
+/b/bank_vault 1
+/b/banquet_hall 1
+/b/bar 1
+/b/barn 2
+/b/barndoor 2
+/b/baseball_field 2
+/b/basement 1
+/b/basketball_court/indoor 1
+/b/bathroom 1
+/b/bazaar/indoor 1
+/b/bazaar/outdoor 2
+/b/beach 2
+/b/beach_house 2
+/b/beauty_salon 1
+/b/bedchamber 1
+/b/bedroom 1
+/b/beer_garden 2
+/b/beer_hall 1
+/b/berth 1
+/b/biology_laboratory 1
+/b/boardwalk 2
+/b/boat_deck 2
+/b/boathouse 2
+/b/bookstore 1
+/b/booth/indoor 1
+/b/botanical_garden 2
+/b/bow_window/indoor 1
+/b/bowling_alley 1
+/b/boxing_ring 1
+/b/bridge 2
+/b/building_facade 2
+/b/bullring 2
+/b/burial_chamber 1
+/b/bus_interior 1
+/b/bus_station/indoor 2
+/b/butchers_shop 1
+/b/butte 2
+/c/cabin/outdoor 2
+/c/cafeteria 1
+/c/campsite 2
+/c/campus 2
+/c/canal/natural 2
+/c/canal/urban 2
+/c/candy_store 1
+/c/canyon 2
+/c/car_interior 1
+/c/carrousel 2
+/c/castle 2
+/c/catacomb 1
+/c/cemetery 2
+/c/chalet 2
+/c/chemistry_lab 1
+/c/childs_room 1
+/c/church/indoor 1
+/c/church/outdoor 2
+/c/classroom 1
+/c/clean_room 1
+/c/cliff 2
+/c/closet 1
+/c/clothing_store 1
+/c/coast 2
+/c/cockpit 1
+/c/coffee_shop 1
+/c/computer_room 1
+/c/conference_center 1
+/c/conference_room 1
+/c/construction_site 2
+/c/corn_field 2
+/c/corral 2
+/c/corridor 1
+/c/cottage 2
+/c/courthouse 2
+/c/courtyard 2
+/c/creek 2
+/c/crevasse 2
+/c/crosswalk 2
+/d/dam 2
+/d/delicatessen 1
+/d/department_store 1
+/d/desert/sand 2
+/d/desert/vegetation 2
+/d/desert_road 2
+/d/diner/outdoor 2
+/d/dining_hall 1
+/d/dining_room 1
+/d/discotheque 1
+/d/doorway/outdoor 2
+/d/dorm_room 1
+/d/downtown 2
+/d/dressing_room 1
+/d/driveway 2
+/d/drugstore 1
+/e/elevator/door 1
+/e/elevator_lobby 1
+/e/elevator_shaft 1
+/e/embassy 2
+/e/engine_room 1
+/e/entrance_hall 1
+/e/escalator/indoor 1
+/e/excavation 2
+/f/fabric_store 1
+/f/farm 2
+/f/fastfood_restaurant 1
+/f/field/cultivated 2
+/f/field/wild 2
+/f/field_road 2
+/f/fire_escape 2
+/f/fire_station 2
+/f/fishpond 2
+/f/flea_market/indoor 1
+/f/florist_shop/indoor 1
+/f/food_court 1
+/f/football_field 2
+/f/forest/broadleaf 2
+/f/forest_path 2
+/f/forest_road 2
+/f/formal_garden 2
+/f/fountain 2
+/g/galley 1
+/g/garage/indoor 1
+/g/garage/outdoor 2
+/g/gas_station 2
+/g/gazebo/exterior 2
+/g/general_store/indoor 1
+/g/general_store/outdoor 2
+/g/gift_shop 1
+/g/glacier 2
+/g/golf_course 2
+/g/greenhouse/indoor 1
+/g/greenhouse/outdoor 2
+/g/grotto 2
+/g/gymnasium/indoor 1
+/h/hangar/indoor 1
+/h/hangar/outdoor 2
+/h/harbor 2
+/h/hardware_store 1
+/h/hayfield 2
+/h/heliport 2
+/h/highway 2
+/h/home_office 1
+/h/home_theater 1
+/h/hospital 2
+/h/hospital_room 1
+/h/hot_spring 2
+/h/hotel/outdoor 2
+/h/hotel_room 1
+/h/house 2
+/h/hunting_lodge/outdoor 2
+/i/ice_cream_parlor 1
+/i/ice_floe 2
+/i/ice_shelf 2
+/i/ice_skating_rink/indoor 1
+/i/ice_skating_rink/outdoor 2
+/i/iceberg 2
+/i/igloo 2
+/i/industrial_area 2
+/i/inn/outdoor 2
+/i/islet 2
+/j/jacuzzi/indoor 1
+/j/jail_cell 1
+/j/japanese_garden 2
+/j/jewelry_shop 1
+/j/junkyard 2
+/k/kasbah 2
+/k/kennel/outdoor 2
+/k/kindergarden_classroom 1
+/k/kitchen 1
+/l/lagoon 2
+/l/lake/natural 2
+/l/landfill 2
+/l/landing_deck 2
+/l/laundromat 1
+/l/lawn 2
+/l/lecture_room 1
+/l/legislative_chamber 1
+/l/library/indoor 1
+/l/library/outdoor 2
+/l/lighthouse 2
+/l/living_room 1
+/l/loading_dock 2
+/l/lobby 1
+/l/lock_chamber 2
+/l/locker_room 1
+/m/mansion 2
+/m/manufactured_home 2
+/m/market/indoor 1
+/m/market/outdoor 2
+/m/marsh 2
+/m/martial_arts_gym 1
+/m/mausoleum 2
+/m/medina 2
+/m/mezzanine 1
+/m/moat/water 2
+/m/mosque/outdoor 2
+/m/motel 2
+/m/mountain 2
+/m/mountain_path 2
+/m/mountain_snowy 2
+/m/movie_theater/indoor 1
+/m/museum/indoor 1
+/m/museum/outdoor 2
+/m/music_studio 1
+/n/natural_history_museum 1
+/n/nursery 1
+/n/nursing_home 1
+/o/oast_house 2
+/o/ocean 2
+/o/office 1
+/o/office_building 2
+/o/office_cubicles 1
+/o/oilrig 2
+/o/operating_room 1
+/o/orchard 2
+/o/orchestra_pit 1
+/p/pagoda 2
+/p/palace 2
+/p/pantry 1
+/p/park 2
+/p/parking_garage/indoor 1
+/p/parking_garage/outdoor 2
+/p/parking_lot 2
+/p/pasture 2
+/p/patio 2
+/p/pavilion 2
+/p/pet_shop 1
+/p/pharmacy 1
+/p/phone_booth 2
+/p/physics_laboratory 1
+/p/picnic_area 2
+/p/pier 2
+/p/pizzeria 1
+/p/playground 2
+/p/playroom 1
+/p/plaza 2
+/p/pond 2
+/p/porch 2
+/p/promenade 2
+/p/pub/indoor 1
+/r/racecourse 2
+/r/raceway 2
+/r/raft 2
+/r/railroad_track 2
+/r/rainforest 2
+/r/reception 1
+/r/recreation_room 1
+/r/repair_shop 1
+/r/residential_neighborhood 2
+/r/restaurant 1
+/r/restaurant_kitchen 1
+/r/restaurant_patio 2
+/r/rice_paddy 2
+/r/river 2
+/r/rock_arch 2
+/r/roof_garden 2
+/r/rope_bridge 2
+/r/ruin 2
+/r/runway 2
+/s/sandbox 2
+/s/sauna 1
+/s/schoolhouse 2
+/s/science_museum 1
+/s/server_room 1
+/s/shed 2
+/s/shoe_shop 1
+/s/shopfront 2
+/s/shopping_mall/indoor 1
+/s/shower 1
+/s/ski_resort 2
+/s/ski_slope 2
+/s/sky 2
+/s/skyscraper 2
+/s/slum 2
+/s/snowfield 2
+/s/soccer_field 2
+/s/stable 1
+/s/stadium/baseball 2
+/s/stadium/football 2
+/s/stadium/soccer 2
+/s/stage/indoor 1
+/s/stage/outdoor 2
+/s/staircase 1
+/s/storage_room 1
+/s/street 2
+/s/subway_station/platform 1
+/s/supermarket 1
+/s/sushi_bar 1
+/s/swamp 2
+/s/swimming_hole 1
+/s/swimming_pool/indoor 1
+/s/swimming_pool/outdoor 2
+/s/synagogue/outdoor 2
+/t/television_room 1
+/t/television_studio 1
+/t/temple/asia 2
+/t/throne_room 1
+/t/ticket_booth 1
+/t/topiary_garden 2
+/t/tower 2
+/t/toyshop 1
+/t/train_interior 1
+/t/train_station/platform 1
+/t/tree_farm 2
+/t/tree_house 2
+/t/trench 2
+/t/tundra 2
+/u/underwater/ocean_deep 2
+/u/utility_room 1
+/v/valley 2
+/v/vegetable_garden 2
+/v/veterinarians_office 1
+/v/viaduct 2
+/v/village 2
+/v/vineyard 2
+/v/volcano 2
+/v/volleyball_court/outdoor 2
+/w/waiting_room 1
+/w/water_park 2
+/w/water_tower 2
+/w/waterfall 2
+/w/watering_hole 2
+/w/wave 2
+/w/wet_bar 1
+/w/wheat_field 2
+/w/wind_farm 2
+/w/windmill 2
+/y/yard 2
+/y/youth_hostel 1
+/z/zen_garden 2

+/a/airfield 0
+/a/airplane_cabin 1
+/a/airport_terminal 2
+/a/alcove 3
+/a/alley 4
+/a/amphitheater 5
+/a/amusement_arcade 6
+/a/amusement_park 7
+/a/apartment_building/outdoor 8
+/a/aquarium 9
+/a/aqueduct 10
+/a/arcade 11
+/a/arch 12
+/a/archaelogical_excavation 13
+/a/archive 14
+/a/arena/hockey 15
+/a/arena/performance 16
+/a/arena/rodeo 17
+/a/army_base 18
+/a/art_gallery 19
+/a/art_school 20
+/a/art_studio 21
+/a/artists_loft 22
+/a/assembly_line 23
+/a/athletic_field/outdoor 24
+/a/atrium/public 25
+/a/attic 26
+/a/auditorium 27
+/a/auto_factory 28
+/a/auto_showroom 29
+/b/badlands 30
+/b/bakery/shop 31
+/b/balcony/exterior 32
+/b/balcony/interior 33
+/b/ball_pit 34
+/b/ballroom 35
+/b/bamboo_forest 36
+/b/bank_vault 37
+/b/banquet_hall 38
+/b/bar 39
+/b/barn 40
+/b/barndoor 41
+/b/baseball_field 42
+/b/basement 43
+/b/basketball_court/indoor 44
+/b/bathroom 45
+/b/bazaar/indoor 46
+/b/bazaar/outdoor 47
+/b/beach 48
+/b/beach_house 49
+/b/beauty_salon 50
+/b/bedchamber 51
+/b/bedroom 52
+/b/beer_garden 53
+/b/beer_hall 54
+/b/berth 55
+/b/biology_laboratory 56
+/b/boardwalk 57
+/b/boat_deck 58
+/b/boathouse 59
+/b/bookstore 60
+/b/booth/indoor 61
+/b/botanical_garden 62
+/b/bow_window/indoor 63
+/b/bowling_alley 64
+/b/boxing_ring 65
+/b/bridge 66
+/b/building_facade 67
+/b/bullring 68
+/b/burial_chamber 69
+/b/bus_interior 70
+/b/bus_station/indoor 71
+/b/butchers_shop 72
+/b/butte 73
+/c/cabin/outdoor 74
+/c/cafeteria 75
+/c/campsite 76
+/c/campus 77
+/c/canal/natural 78
+/c/canal/urban 79
+/c/candy_store 80
+/c/canyon 81
+/c/car_interior 82
+/c/carrousel 83
+/c/castle 84
+/c/catacomb 85
+/c/cemetery 86
+/c/chalet 87
+/c/chemistry_lab 88
+/c/childs_room 89
+/c/church/indoor 90
+/c/church/outdoor 91
+/c/classroom 92
+/c/clean_room 93
+/c/cliff 94
+/c/closet 95
+/c/clothing_store 96
+/c/coast 97
+/c/cockpit 98
+/c/coffee_shop 99
+/c/computer_room 100
+/c/conference_center 101
+/c/conference_room 102
+/c/construction_site 103
+/c/corn_field 104
+/c/corral 105
+/c/corridor 106
+/c/cottage 107
+/c/courthouse 108
+/c/courtyard 109
+/c/creek 110
+/c/crevasse 111
+/c/crosswalk 112
+/d/dam 113
+/d/delicatessen 114
+/d/department_store 115
+/d/desert/sand 116
+/d/desert/vegetation 117
+/d/desert_road 118
+/d/diner/outdoor 119
+/d/dining_hall 120
+/d/dining_room 121
+/d/discotheque 122
+/d/doorway/outdoor 123
+/d/dorm_room 124
+/d/downtown 125
+/d/dressing_room 126
+/d/driveway 127
+/d/drugstore 128
+/e/elevator/door 129
+/e/elevator_lobby 130
+/e/elevator_shaft 131
+/e/embassy 132
+/e/engine_room 133
+/e/entrance_hall 134
+/e/escalator/indoor 135
+/e/excavation 136
+/f/fabric_store 137
+/f/farm 138
+/f/fastfood_restaurant 139
+/f/field/cultivated 140
+/f/field/wild 141
+/f/field_road 142
+/f/fire_escape 143
+/f/fire_station 144
+/f/fishpond 145
+/f/flea_market/indoor 146
+/f/florist_shop/indoor 147
+/f/food_court 148
+/f/football_field 149
+/f/forest/broadleaf 150
+/f/forest_path 151
+/f/forest_road 152
+/f/formal_garden 153
+/f/fountain 154
+/g/galley 155
+/g/garage/indoor 156
+/g/garage/outdoor 157
+/g/gas_station 158
+/g/gazebo/exterior 159
+/g/general_store/indoor 160
+/g/general_store/outdoor 161
+/g/gift_shop 162
+/g/glacier 163
+/g/golf_course 164
+/g/greenhouse/indoor 165
+/g/greenhouse/outdoor 166
+/g/grotto 167
+/g/gymnasium/indoor 168
+/h/hangar/indoor 169
+/h/hangar/outdoor 170
+/h/harbor 171
+/h/hardware_store 172
+/h/hayfield 173
+/h/heliport 174
+/h/highway 175
+/h/home_office 176
+/h/home_theater 177
+/h/hospital 178
+/h/hospital_room 179
+/h/hot_spring 180
+/h/hotel/outdoor 181
+/h/hotel_room 182
+/h/house 183
+/h/hunting_lodge/outdoor 184
+/i/ice_cream_parlor 185
+/i/ice_floe 186
+/i/ice_shelf 187
+/i/ice_skating_rink/indoor 188
+/i/ice_skating_rink/outdoor 189
+/i/iceberg 190
+/i/igloo 191
+/i/industrial_area 192
+/i/inn/outdoor 193
+/i/islet 194
+/j/jacuzzi/indoor 195
+/j/jail_cell 196
+/j/japanese_garden 197
+/j/jewelry_shop 198
+/j/junkyard 199
+/k/kasbah 200
+/k/kennel/outdoor 201
+/k/kindergarden_classroom 202
+/k/kitchen 203
+/l/lagoon 204
+/l/lake/natural 205
+/l/landfill 206
+/l/landing_deck 207
+/l/laundromat 208
+/l/lawn 209
+/l/lecture_room 210
+/l/legislative_chamber 211
+/l/library/indoor 212
+/l/library/outdoor 213
+/l/lighthouse 214
+/l/living_room 215
+/l/loading_dock 216
+/l/lobby 217
+/l/lock_chamber 218
+/l/locker_room 219
+/m/mansion 220
+/m/manufactured_home 221
+/m/market/indoor 222
+/m/market/outdoor 223
+/m/marsh 224
+/m/martial_arts_gym 225
+/m/mausoleum 226
+/m/medina 227
+/m/mezzanine 228
+/m/moat/water 229
+/m/mosque/outdoor 230
+/m/motel 231
+/m/mountain 232
+/m/mountain_path 233
+/m/mountain_snowy 234
+/m/movie_theater/indoor 235
+/m/museum/indoor 236
+/m/museum/outdoor 237
+/m/music_studio 238
+/n/natural_history_museum 239
+/n/nursery 240
+/n/nursing_home 241
+/o/oast_house 242
+/o/ocean 243
+/o/office 244
+/o/office_building 245
+/o/office_cubicles 246
+/o/oilrig 247
+/o/operating_room 248
+/o/orchard 249
+/o/orchestra_pit 250
+/p/pagoda 251
+/p/palace 252
+/p/pantry 253
+/p/park 254
+/p/parking_garage/indoor 255
+/p/parking_garage/outdoor 256
+/p/parking_lot 257
+/p/pasture 258
+/p/patio 259
+/p/pavilion 260
+/p/pet_shop 261
+/p/pharmacy 262
+/p/phone_booth 263
+/p/physics_laboratory 264
+/p/picnic_area 265
+/p/pier 266
+/p/pizzeria 267
+/p/playground 268
+/p/playroom 269
+/p/plaza 270
+/p/pond 271
+/p/porch 272
+/p/promenade 273
+/p/pub/indoor 274
+/r/racecourse 275
+/r/raceway 276
+/r/raft 277
+/r/railroad_track 278
+/r/rainforest 279
+/r/reception 280
+/r/recreation_room 281
+/r/repair_shop 282
+/r/residential_neighborhood 283
+/r/restaurant 284
+/r/restaurant_kitchen 285
+/r/restaurant_patio 286
+/r/rice_paddy 287
+/r/river 288
+/r/rock_arch 289
+/r/roof_garden 290
+/r/rope_bridge 291
+/r/ruin 292
+/r/runway 293
+/s/sandbox 294
+/s/sauna 295
+/s/schoolhouse 296
+/s/science_museum 297
+/s/server_room 298
+/s/shed 299
+/s/shoe_shop 300
+/s/shopfront 301
+/s/shopping_mall/indoor 302
+/s/shower 303
+/s/ski_resort 304
+/s/ski_slope 305
+/s/sky 306
+/s/skyscraper 307
+/s/slum 308
+/s/snowfield 309
+/s/soccer_field 310
+/s/stable 311
+/s/stadium/baseball 312
+/s/stadium/football 313
+/s/stadium/soccer 314
+/s/stage/indoor 315
+/s/stage/outdoor 316
+/s/staircase 317
+/s/storage_room 318
+/s/street 319
+/s/subway_station/platform 320
+/s/supermarket 321
+/s/sushi_bar 322
+/s/swamp 323
+/s/swimming_hole 324
+/s/swimming_pool/indoor 325
+/s/swimming_pool/outdoor 326
+/s/synagogue/outdoor 327
+/t/television_room 328
+/t/television_studio 329
+/t/temple/asia 330
+/t/throne_room 331
+/t/ticket_booth 332
+/t/topiary_garden 333
+/t/tower 334
+/t/toyshop 335
+/t/train_interior 336
+/t/train_station/platform 337
+/t/tree_farm 338
+/t/tree_house 339
+/t/trench 340
+/t/tundra 341
+/u/underwater/ocean_deep 342
+/u/utility_room 343
+/v/valley 344
+/v/vegetable_garden 345
+/v/veterinarians_office 346
+/v/viaduct 347
+/v/village 348
+/v/vineyard 349
+/v/volcano 350
+/v/volleyball_court/outdoor 351
+/w/waiting_room 352
+/w/water_park 353
+/w/water_tower 354
+/w/waterfall 355
+/w/watering_hole 356
+/w/wave 357
+/w/wet_bar 358
+/w/wheat_field 359
+/w/wind_farm 360
+/w/windmill 361
+/y/yard 362
+/y/youth_hostel 363
+/z/zen_garden 364
\ No newline at end of file

+[net]
+# Testing
+#batch=1
+#subdivisions=1
+# Training
+batch=64
+subdivisions=16
+width=512
+height=512
+channels=3
+momentum=0.9
+decay=0.0005
+angle=0
+saturation = 1.5
+exposure = 1.5
+hue=.1
+
+learning_rate=0.0001
+burn_in=1000
+max_batches = 500200
+policy=steps
+steps=400000,450000
+scales=.1,.1
+max_epochs = 300
+
+[convolutional]
+batch_normalize=1
+filters=32
+size=3
+stride=1
+pad=1
+activation=leaky
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=32
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+######################
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+size=3
+stride=1
+pad=1
+filters=1024
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+size=3
+stride=1
+pad=1
+filters=1024
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+size=3
+stride=1
+pad=1
+filters=1024
+activation=leaky
+
+[convolutional]
+size=1
+stride=1
+pad=1
+filters=57
+activation=linear
+
+
+[Gaussian_yolo]
+mask = 6,7,8
+anchors = 7,10, 14,24, 27,43, 32,97, 57,64, 92,109, 73,175, 141,178, 144,291
+classes=10
+num=9
+jitter=.3
+ignore_thresh = .5
+truth_thresh = 1
+iou_thresh=0.213
+uc_normalizer=1.0
+cls_normalizer=1.0
+iou_normalizer=0.5
+iou_loss=giou
+scale_x_y=1.0
+random=1
+
+
+[route]
+layers = -4
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[upsample]
+stride=2
+
+[route]
+layers = -1, 61
+
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+size=3
+stride=1
+pad=1
+filters=512
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+size=3
+stride=1
+pad=1
+filters=512
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+size=3
+stride=1
+pad=1
+filters=512
+activation=leaky
+
+[convolutional]
+size=1
+stride=1
+pad=1
+filters=57
+activation=linear
+
+
+[Gaussian_yolo]
+mask = 3,4,5
+anchors = 7,10, 14,24, 27,43, 32,97, 57,64, 92,109, 73,175, 141,178, 144,291
+classes=10
+num=9
+jitter=.3
+ignore_thresh = .5
+truth_thresh = 1
+iou_thresh=0.213
+uc_normalizer=1.0
+cls_normalizer=1.0
+iou_normalizer=0.5
+iou_loss=giou
+scale_x_y=1.0
+random=1
+
+
+
+[route]
+layers = -4
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[upsample]
+stride=2
+
+[route]
+layers = -1, 36
+
+
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+size=3
+stride=1
+pad=1
+filters=256
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+size=3
+stride=1
+pad=1
+filters=256
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+size=3
+stride=1
+pad=1
+filters=256
+activation=leaky
+
+[convolutional]
+size=1
+stride=1
+pad=1
+filters=57
+activation=linear
+
+
+[Gaussian_yolo]
+mask = 0,1,2
+anchors = 7,10, 14,24, 27,43, 32,97, 57,64, 92,109, 73,175, 141,178, 144,291
+classes=10
+num=9
+jitter=.3
+ignore_thresh = .5
+truth_thresh = 1
+iou_thresh=0.213
+uc_normalizer=1.0
+cls_normalizer=1.0
+iou_normalizer=0.5
+iou_loss=giou
+scale_x_y=1.0
+random=1

+[net]
+batch=128
+subdivisions=1
+height=227
+width=227
+channels=3
+momentum=0.9
+decay=0.0005
+max_crop=256
+
+learning_rate=0.01
+policy=poly
+power=4
+max_batches=800000
+
+angle=7
+hue = .1
+saturation=.75
+exposure=.75
+aspect=.75
+
+[convolutional]
+filters=96
+size=11
+stride=4
+pad=0
+activation=relu
+
+[maxpool]
+size=3
+stride=2
+padding=0
+
+[convolutional]
+filters=256
+size=5
+stride=1
+pad=1
+activation=relu
+
+[maxpool]
+size=3
+stride=2
+padding=0
+
+[convolutional]
+filters=384
+size=3
+stride=1
+pad=1
+activation=relu
+
+[convolutional]
+filters=384
+size=3
+stride=1
+pad=1
+activation=relu
+
+[convolutional]
+filters=256
+size=3
+stride=1
+pad=1
+activation=relu
+
+[maxpool]
+size=3
+stride=2
+padding=0
+
+[connected]
+output=4096
+activation=relu
+
+[dropout]
+probability=.5
+
+[connected]
+output=4096
+activation=relu
+
+[dropout]
+probability=.5
+
+[connected]
+output=1000
+activation=linear
+
+[softmax]
+groups=1
+
+[cost]
+type=sse
+

+[net]
+batch=128
+subdivisions=1
+height=32
+width=32
+channels=3
+momentum=0.9
+decay=0.0005
+
+learning_rate=0.4
+policy=poly
+power=4
+max_batches = 50000
+
+[crop]
+crop_width=28
+crop_height=28
+flip=1
+angle=0
+saturation = 1
+exposure = 1
+noadjust=1
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[dropout]
+probability=.5
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[dropout]
+probability=.5
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[dropout]
+probability=.5
+
+[convolutional]
+filters=10
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[avgpool]
+
+[softmax]
+groups=1
+
+[cost]
+

+[net]
+batch=128
+subdivisions=1
+height=32
+width=32
+channels=3
+momentum=0.9
+decay=0.0005
+
+learning_rate=0.4
+policy=poly
+power=4
+max_batches = 50000
+
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[dropout]
+probability=.5
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[dropout]
+probability=.5
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[dropout]
+probability=.5
+
+[convolutional]
+filters=10
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[avgpool]
+
+[softmax]
+groups=1
+temperature=3
+
+[cost]
+

+classes= 80
+train  = E:/MSCOCO/trainvalno5k.txt
+#train = E:/MSCOCO/5k.txt
+valid  = E:/MSCOCO/5k.txt
+names = data/coco.names
+backup = backup
+eval=coco
+

+classes= 9418
+#train  = /home/pjreddie/data/coco/trainvalno5k.txt
+train  = data/combine9k.train.list
+valid  = /home/pjreddie/data/imagenet/det.val.files
+labels = data/9k.labels
+names  = data/9k.names
+backup = backup/
+map = data/inet9k.map
+eval = imagenet
+results = results

+[net]
+subdivisions=8
+inputs=256
+batch = 128
+momentum=0.9
+decay=0.001
+max_batches = 2000
+time_steps=576
+learning_rate=0.1
+policy=steps
+steps=1000,1500
+scales=.1,.1
+
+try_fix_nan=1
+
+[connected]
+output=256
+activation=leaky
+
+[crnn]
+batch_normalize=1
+size=1
+pad=0
+output = 1024
+hidden=1024
+activation=leaky
+
+[crnn]
+batch_normalize=1
+size=1
+pad=0
+output = 1024
+hidden=1024
+activation=leaky
+
+[crnn]
+batch_normalize=1
+size=1
+pad=0
+output = 1024
+hidden=1024
+activation=leaky
+
+[connected]
+output=256
+activation=leaky
+
+[softmax]
+
+[cost]
+type=sse
+

+[net]
+# Training
+batch=128
+subdivisions=4
+
+label_smooth_eps=0.1
+
+# Testing
+# batch=1
+# subdivisions=1
+
+height=256
+width=256
+channels=3
+min_crop=128
+max_crop=448
+
+mosaic=1
+cutmix=1
+
+burn_in=1000
+learning_rate=0.1
+policy=poly
+power=4
+max_batches=1200000
+momentum=0.9
+decay=0.0005
+
+angle=7
+hue=.1
+saturation=.75
+exposure=.75
+aspect=.75
+
+
+
+[convolutional]
+batch_normalize=1
+filters=32
+size=3
+stride=1
+pad=1
+activation=mish
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=3
+stride=2
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=mish
+
+[route]
+layers = -2
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=32
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=mish
+
+[route]
+layers = -1,-7
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=mish
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=2
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=mish
+
+[route]
+layers = -2
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=mish
+
+[route]
+layers = -1,-10
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=mish
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=2
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=mish
+
+[route]
+layers = -2
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=mish
+
+[route]
+layers = -1,-28
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=mish
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=2
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=mish
+
+[route]
+layers = -2
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=mish
+
+[route]
+layers = -1,-28
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=mish
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=2
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=mish
+
+[route]
+layers = -2
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=mish
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=mish
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=mish
+
+[route]
+layers = -1,-16
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=1
+stride=1
+pad=1
+activation=mish
+
+[avgpool]
+
+[convolutional]
+filters=1000
+size=1
+stride=1
+pad=1
+activation=linear
+
+[softmax]
+groups=1

+[net]
+batch=128
+subdivisions=1
+height=224
+width=224
+channels=3
+momentum=0.9
+decay=0.0005
+max_crop=320
+
+learning_rate=0.1
+policy=poly
+power=4
+max_batches=1600000
+
+[convolutional]
+batch_normalize=1
+filters=16
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=32
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+padding=1
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=1000
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[avgpool]
+
+[softmax]
+groups=1
+
+[cost]
+type=sse
+

+[net]
+batch=128
+subdivisions=1
+height=224
+width=224
+channels=3
+momentum=0.9
+decay=0.0005
+max_crop=448
+
+learning_rate=0.1
+policy=poly
+power=4
+max_batches=1600000
+
+[convolutional]
+batch_normalize=1
+filters=32
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=1000
+size=1
+stride=1
+pad=1
+activation=linear
+
+[avgpool]
+
+[softmax]
+groups=1
+
+[cost]
+type=sse
+

+[net]
+#batch=128
+#subdivisions=4
+batch=1
+subdivisions=1
+height=448
+width=448
+max_crop=512
+channels=3
+momentum=0.9
+decay=0.0005
+
+learning_rate=0.001
+policy=poly
+power=4
+max_batches=100000
+
+angle=7
+hue = .1
+saturation=.75
+exposure=.75
+aspect=.75
+
+[convolutional]
+batch_normalize=1
+filters=32
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=1000
+size=1
+stride=1
+pad=1
+activation=linear
+
+[avgpool]
+
+[softmax]
+groups=1
+
+[cost]
+type=sse
+

+[net]
+# Training
+batch=128
+subdivisions=8
+
+# Testing
+#batch=1
+#subdivisions=1
+
+height=256
+width=256
+channels=3
+min_crop=128
+max_crop=448
+
+burn_in=1000
+learning_rate=0.1
+policy=poly
+power=4
+max_batches=800000
+momentum=0.9
+decay=0.0005
+
+angle=7
+hue=.1
+saturation=.75
+exposure=.75
+aspect=.75
+
+
+[convolutional]
+batch_normalize=1
+filters=32
+size=3
+stride=1
+pad=1
+activation=leaky
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=32
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[avgpool]
+
+[convolutional]
+filters=1000
+size=1
+stride=1
+pad=1
+activation=linear
+
+[softmax]
+groups=1
+

+[net]
+# Training - start training with darknet53.weights
+batch=120
+subdivisions=20
+
+# Testing
+#batch=1
+#subdivisions=1
+
+height=448
+width=448
+channels=3
+min_crop=448
+max_crop=512
+
+burn_in=1000
+learning_rate=0.1
+policy=poly
+power=4
+max_batches=100000
+momentum=0.9
+decay=0.0005
+
+
+[convolutional]
+batch_normalize=1
+filters=32
+size=3
+stride=1
+pad=1
+activation=leaky
+
+# Downsample
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=64
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=32
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=64
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+# Downsample
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=128
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+# Downsample
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=256
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+# Downsample
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=512
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+# Downsample
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=1024
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+xnor=1
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[avgpool]
+
+[convolutional]
+filters=1000
+size=1
+stride=1
+pad=1
+activation=linear
+
+[softmax]
+groups=1
+

+[net]
+batch=128
+subdivisions=1
+height=224
+width=224
+max_crop=320
+channels=3
+momentum=0.9
+decay=0.0005
+
+learning_rate=0.1
+policy=poly
+power=4
+max_batches=1600000
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=7
+stride=2
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=192
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=1000
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[avgpool]
+
+[softmax]
+groups=1
+
+[cost]
+type=sse
+

+[net]
+batch=1
+subdivisions=1
+height=256
+width=256
+channels=3
+momentum=0.9
+decay=0.0005
+
+learning_rate=0.5
+policy=poly
+power=6
+max_batches=500000
+
+[convolutional]
+filters=64
+size=7
+stride=2
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+filters=192
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[avgpool]
+
+[connected]
+output=1000
+activation=leaky
+
+[softmax]
+groups=1
+

+[net]
+batch=128
+subdivisions=1
+height=224
+width=224
+max_crop=320
+channels=3
+momentum=0.9
+decay=0.0005
+
+learning_rate=0.01
+max_batches = 0
+policy=steps
+steps=444000,590000,970000
+scales=.5,.2,.1
+
+#policy=sigmoid
+#gamma=.00008
+#step=100000
+#max_batches=200000
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=7
+stride=2
+pad=1
+activation=leaky
+
+[maxpool]
+size=2
+stride=2
+
+[convolutional]
+batch_normalize=1
+filters=192
+size=3
+stride=1
+pad=1
+activation=leaky
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