Spaces:
Sleeping
Sleeping
javad-rezaie
commited on
Commit
•
ad8de20
1
Parent(s):
5c59f34
Pytoch model and config added.
Browse files- efficientnetv2_b0_config.py +1034 -0
- epoch_30.pth +3 -0
efficientnetv2_b0_config.py
ADDED
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@@ -0,0 +1,1034 @@
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
| 1 |
+
IMAGENET_CATEGORIES = [
|
| 2 |
+
'AM General Hummer SUV 2000',
|
| 3 |
+
'Acura RL Sedan 2012',
|
| 4 |
+
'Acura TL Sedan 2012',
|
| 5 |
+
'Acura TL Type-S 2008',
|
| 6 |
+
'Acura TSX Sedan 2012',
|
| 7 |
+
'Acura Integra Type R 2001',
|
| 8 |
+
'Acura ZDX Hatchback 2012',
|
| 9 |
+
'Aston Martin V8 Vantage Convertible 2012',
|
| 10 |
+
'Aston Martin V8 Vantage Coupe 2012',
|
| 11 |
+
'Aston Martin Virage Convertible 2012',
|
| 12 |
+
'Aston Martin Virage Coupe 2012',
|
| 13 |
+
'Audi RS 4 Convertible 2008',
|
| 14 |
+
'Audi A5 Coupe 2012',
|
| 15 |
+
'Audi TTS Coupe 2012',
|
| 16 |
+
'Audi R8 Coupe 2012',
|
| 17 |
+
'Audi V8 Sedan 1994',
|
| 18 |
+
'Audi 100 Sedan 1994',
|
| 19 |
+
'Audi 100 Wagon 1994',
|
| 20 |
+
'Audi TT Hatchback 2011',
|
| 21 |
+
'Audi S6 Sedan 2011',
|
| 22 |
+
'Audi S5 Convertible 2012',
|
| 23 |
+
'Audi S5 Coupe 2012',
|
| 24 |
+
'Audi S4 Sedan 2012',
|
| 25 |
+
'Audi S4 Sedan 2007',
|
| 26 |
+
'Audi TT RS Coupe 2012',
|
| 27 |
+
'BMW ActiveHybrid 5 Sedan 2012',
|
| 28 |
+
'BMW 1 Series Convertible 2012',
|
| 29 |
+
'BMW 1 Series Coupe 2012',
|
| 30 |
+
'BMW 3 Series Sedan 2012',
|
| 31 |
+
'BMW 3 Series Wagon 2012',
|
| 32 |
+
'BMW 6 Series Convertible 2007',
|
| 33 |
+
'BMW X5 SUV 2007',
|
| 34 |
+
'BMW X6 SUV 2012',
|
| 35 |
+
'BMW M3 Coupe 2012',
|
| 36 |
+
'BMW M5 Sedan 2010',
|
| 37 |
+
'BMW M6 Convertible 2010',
|
| 38 |
+
'BMW X3 SUV 2012',
|
| 39 |
+
'BMW Z4 Convertible 2012',
|
| 40 |
+
'Bentley Continental Supersports Conv. Convertible 2012',
|
| 41 |
+
'Bentley Arnage Sedan 2009',
|
| 42 |
+
'Bentley Mulsanne Sedan 2011',
|
| 43 |
+
'Bentley Continental GT Coupe 2012',
|
| 44 |
+
'Bentley Continental GT Coupe 2007',
|
| 45 |
+
'Bentley Continental Flying Spur Sedan 2007',
|
| 46 |
+
'Bugatti Veyron 16.4 Convertible 2009',
|
| 47 |
+
'Bugatti Veyron 16.4 Coupe 2009',
|
| 48 |
+
'Buick Regal GS 2012',
|
| 49 |
+
'Buick Rainier SUV 2007',
|
| 50 |
+
'Buick Verano Sedan 2012',
|
| 51 |
+
'Buick Enclave SUV 2012',
|
| 52 |
+
'Cadillac CTS-V Sedan 2012',
|
| 53 |
+
'Cadillac SRX SUV 2012',
|
| 54 |
+
'Cadillac Escalade EXT Crew Cab 2007',
|
| 55 |
+
'Chevrolet Silverado 1500 Hybrid Crew Cab 2012',
|
| 56 |
+
'Chevrolet Corvette Convertible 2012',
|
| 57 |
+
'Chevrolet Corvette ZR1 2012',
|
| 58 |
+
'Chevrolet Corvette Ron Fellows Edition Z06 2007',
|
| 59 |
+
'Chevrolet Traverse SUV 2012',
|
| 60 |
+
'Chevrolet Camaro Convertible 2012',
|
| 61 |
+
'Chevrolet HHR SS 2010',
|
| 62 |
+
'Chevrolet Impala Sedan 2007',
|
| 63 |
+
'Chevrolet Tahoe Hybrid SUV 2012',
|
| 64 |
+
'Chevrolet Sonic Sedan 2012',
|
| 65 |
+
'Chevrolet Express Cargo Van 2007',
|
| 66 |
+
'Chevrolet Avalanche Crew Cab 2012',
|
| 67 |
+
'Chevrolet Cobalt SS 2010',
|
| 68 |
+
'Chevrolet Malibu Hybrid Sedan 2010',
|
| 69 |
+
'Chevrolet TrailBlazer SS 2009',
|
| 70 |
+
'Chevrolet Silverado 2500HD Regular Cab 2012',
|
| 71 |
+
'Chevrolet Silverado 1500 Classic Extended Cab 2007',
|
| 72 |
+
'Chevrolet Express Van 2007',
|
| 73 |
+
'Chevrolet Monte Carlo Coupe 2007',
|
| 74 |
+
'Chevrolet Malibu Sedan 2007',
|
| 75 |
+
'Chevrolet Silverado 1500 Extended Cab 2012',
|
| 76 |
+
'Chevrolet Silverado 1500 Regular Cab 2012',
|
| 77 |
+
'Chrysler Aspen SUV 2009',
|
| 78 |
+
'Chrysler Sebring Convertible 2010',
|
| 79 |
+
'Chrysler Town and Country Minivan 2012',
|
| 80 |
+
'Chrysler 300 SRT-8 2010',
|
| 81 |
+
'Chrysler Crossfire Convertible 2008',
|
| 82 |
+
'Chrysler PT Cruiser Convertible 2008',
|
| 83 |
+
'Daewoo Nubira Wagon 2002',
|
| 84 |
+
'Dodge Caliber Wagon 2012',
|
| 85 |
+
'Dodge Caliber Wagon 2007',
|
| 86 |
+
'Dodge Caravan Minivan 1997',
|
| 87 |
+
'Dodge Ram Pickup 3500 Crew Cab 2010',
|
| 88 |
+
'Dodge Ram Pickup 3500 Quad Cab 2009',
|
| 89 |
+
'Dodge Sprinter Cargo Van 2009',
|
| 90 |
+
'Dodge Journey SUV 2012',
|
| 91 |
+
'Dodge Dakota Crew Cab 2010',
|
| 92 |
+
'Dodge Dakota Club Cab 2007',
|
| 93 |
+
'Dodge Magnum Wagon 2008',
|
| 94 |
+
'Dodge Challenger SRT8 2011',
|
| 95 |
+
'Dodge Durango SUV 2012',
|
| 96 |
+
'Dodge Durango SUV 2007',
|
| 97 |
+
'Dodge Charger Sedan 2012',
|
| 98 |
+
'Dodge Charger SRT-8 2009',
|
| 99 |
+
'Eagle Talon Hatchback 1998',
|
| 100 |
+
'FIAT 500 Abarth 2012',
|
| 101 |
+
'FIAT 500 Convertible 2012',
|
| 102 |
+
'Ferrari FF Coupe 2012',
|
| 103 |
+
'Ferrari California Convertible 2012',
|
| 104 |
+
'Ferrari 458 Italia Convertible 2012',
|
| 105 |
+
'Ferrari 458 Italia Coupe 2012',
|
| 106 |
+
'Fisker Karma Sedan 2012',
|
| 107 |
+
'Ford F-450 Super Duty Crew Cab 2012',
|
| 108 |
+
'Ford Mustang Convertible 2007',
|
| 109 |
+
'Ford Freestar Minivan 2007',
|
| 110 |
+
'Ford Expedition EL SUV 2009',
|
| 111 |
+
'Ford Edge SUV 2012',
|
| 112 |
+
'Ford Ranger SuperCab 2011',
|
| 113 |
+
'Ford GT Coupe 2006',
|
| 114 |
+
'Ford F-150 Regular Cab 2012',
|
| 115 |
+
'Ford F-150 Regular Cab 2007',
|
| 116 |
+
'Ford Focus Sedan 2007',
|
| 117 |
+
'Ford E-Series Wagon Van 2012',
|
| 118 |
+
'Ford Fiesta Sedan 2012',
|
| 119 |
+
'GMC Terrain SUV 2012',
|
| 120 |
+
'GMC Savana Van 2012',
|
| 121 |
+
'GMC Yukon Hybrid SUV 2012',
|
| 122 |
+
'GMC Acadia SUV 2012',
|
| 123 |
+
'GMC Canyon Extended Cab 2012',
|
| 124 |
+
'Geo Metro Convertible 1993',
|
| 125 |
+
'HUMMER H3T Crew Cab 2010',
|
| 126 |
+
'HUMMER H2 SUT Crew Cab 2009',
|
| 127 |
+
'Honda Odyssey Minivan 2012',
|
| 128 |
+
'Honda Odyssey Minivan 2007',
|
| 129 |
+
'Honda Accord Coupe 2012',
|
| 130 |
+
'Honda Accord Sedan 2012',
|
| 131 |
+
'Hyundai Veloster Hatchback 2012',
|
| 132 |
+
'Hyundai Santa Fe SUV 2012',
|
| 133 |
+
'Hyundai Tucson SUV 2012',
|
| 134 |
+
'Hyundai Veracruz SUV 2012',
|
| 135 |
+
'Hyundai Sonata Hybrid Sedan 2012',
|
| 136 |
+
'Hyundai Elantra Sedan 2007',
|
| 137 |
+
'Hyundai Accent Sedan 2012',
|
| 138 |
+
'Hyundai Genesis Sedan 2012',
|
| 139 |
+
'Hyundai Sonata Sedan 2012',
|
| 140 |
+
'Hyundai Elantra Touring Hatchback 2012',
|
| 141 |
+
'Hyundai Azera Sedan 2012',
|
| 142 |
+
'Infiniti G Coupe IPL 2012',
|
| 143 |
+
'Infiniti QX56 SUV 2011',
|
| 144 |
+
'Isuzu Ascender SUV 2008',
|
| 145 |
+
'Jaguar XK XKR 2012',
|
| 146 |
+
'Jeep Patriot SUV 2012',
|
| 147 |
+
'Jeep Wrangler SUV 2012',
|
| 148 |
+
'Jeep Liberty SUV 2012',
|
| 149 |
+
'Jeep Grand Cherokee SUV 2012',
|
| 150 |
+
'Jeep Compass SUV 2012',
|
| 151 |
+
'Lamborghini Reventon Coupe 2008',
|
| 152 |
+
'Lamborghini Aventador Coupe 2012',
|
| 153 |
+
'Lamborghini Gallardo LP 570-4 Superleggera 2012',
|
| 154 |
+
'Lamborghini Diablo Coupe 2001',
|
| 155 |
+
'Land Rover Range Rover SUV 2012',
|
| 156 |
+
'Land Rover LR2 SUV 2012',
|
| 157 |
+
'Lincoln Town Car Sedan 2011',
|
| 158 |
+
'MINI Cooper Roadster Convertible 2012',
|
| 159 |
+
'Maybach Landaulet Convertible 2012',
|
| 160 |
+
'Mazda Tribute SUV 2011',
|
| 161 |
+
'McLaren MP4-12C Coupe 2012',
|
| 162 |
+
'Mercedes-Benz 300-Class Convertible 1993',
|
| 163 |
+
'Mercedes-Benz C-Class Sedan 2012',
|
| 164 |
+
'Mercedes-Benz SL-Class Coupe 2009',
|
| 165 |
+
'Mercedes-Benz E-Class Sedan 2012',
|
| 166 |
+
'Mercedes-Benz S-Class Sedan 2012',
|
| 167 |
+
'Mercedes-Benz Sprinter Van 2012',
|
| 168 |
+
'Mitsubishi Lancer Sedan 2012',
|
| 169 |
+
'Nissan Leaf Hatchback 2012',
|
| 170 |
+
'Nissan NV Passenger Van 2012',
|
| 171 |
+
'Nissan Juke Hatchback 2012',
|
| 172 |
+
'Nissan 240SX Coupe 1998',
|
| 173 |
+
'Plymouth Neon Coupe 1999',
|
| 174 |
+
'Porsche Panamera Sedan 2012',
|
| 175 |
+
'Ram C/V Cargo Van Minivan 2012',
|
| 176 |
+
'Rolls-Royce Phantom Drophead Coupe Convertible 2012',
|
| 177 |
+
'Rolls-Royce Ghost Sedan 2012',
|
| 178 |
+
'Rolls-Royce Phantom Sedan 2012',
|
| 179 |
+
'Scion xD Hatchback 2012',
|
| 180 |
+
'Spyker C8 Convertible 2009',
|
| 181 |
+
'Spyker C8 Coupe 2009',
|
| 182 |
+
'Suzuki Aerio Sedan 2007',
|
| 183 |
+
'Suzuki Kizashi Sedan 2012',
|
| 184 |
+
'Suzuki SX4 Hatchback 2012',
|
| 185 |
+
'Suzuki SX4 Sedan 2012',
|
| 186 |
+
'Tesla Model S Sedan 2012',
|
| 187 |
+
'Toyota Sequoia SUV 2012',
|
| 188 |
+
'Toyota Camry Sedan 2012',
|
| 189 |
+
'Toyota Corolla Sedan 2012',
|
| 190 |
+
'Toyota 4Runner SUV 2012',
|
| 191 |
+
'Volkswagen Golf Hatchback 2012',
|
| 192 |
+
'Volkswagen Golf Hatchback 1991',
|
| 193 |
+
'Volkswagen Beetle Hatchback 2012',
|
| 194 |
+
'Volvo C30 Hatchback 2012',
|
| 195 |
+
'Volvo 240 Sedan 1993',
|
| 196 |
+
'Volvo XC90 SUV 2007',
|
| 197 |
+
'smart fortwo Convertible 2012',
|
| 198 |
+
]
|
| 199 |
+
METAINFO = dict(classes=[
|
| 200 |
+
'AM General Hummer SUV 2000',
|
| 201 |
+
'Acura RL Sedan 2012',
|
| 202 |
+
'Acura TL Sedan 2012',
|
| 203 |
+
'Acura TL Type-S 2008',
|
| 204 |
+
'Acura TSX Sedan 2012',
|
| 205 |
+
'Acura Integra Type R 2001',
|
| 206 |
+
'Acura ZDX Hatchback 2012',
|
| 207 |
+
'Aston Martin V8 Vantage Convertible 2012',
|
| 208 |
+
'Aston Martin V8 Vantage Coupe 2012',
|
| 209 |
+
'Aston Martin Virage Convertible 2012',
|
| 210 |
+
'Aston Martin Virage Coupe 2012',
|
| 211 |
+
'Audi RS 4 Convertible 2008',
|
| 212 |
+
'Audi A5 Coupe 2012',
|
| 213 |
+
'Audi TTS Coupe 2012',
|
| 214 |
+
'Audi R8 Coupe 2012',
|
| 215 |
+
'Audi V8 Sedan 1994',
|
| 216 |
+
'Audi 100 Sedan 1994',
|
| 217 |
+
'Audi 100 Wagon 1994',
|
| 218 |
+
'Audi TT Hatchback 2011',
|
| 219 |
+
'Audi S6 Sedan 2011',
|
| 220 |
+
'Audi S5 Convertible 2012',
|
| 221 |
+
'Audi S5 Coupe 2012',
|
| 222 |
+
'Audi S4 Sedan 2012',
|
| 223 |
+
'Audi S4 Sedan 2007',
|
| 224 |
+
'Audi TT RS Coupe 2012',
|
| 225 |
+
'BMW ActiveHybrid 5 Sedan 2012',
|
| 226 |
+
'BMW 1 Series Convertible 2012',
|
| 227 |
+
'BMW 1 Series Coupe 2012',
|
| 228 |
+
'BMW 3 Series Sedan 2012',
|
| 229 |
+
'BMW 3 Series Wagon 2012',
|
| 230 |
+
'BMW 6 Series Convertible 2007',
|
| 231 |
+
'BMW X5 SUV 2007',
|
| 232 |
+
'BMW X6 SUV 2012',
|
| 233 |
+
'BMW M3 Coupe 2012',
|
| 234 |
+
'BMW M5 Sedan 2010',
|
| 235 |
+
'BMW M6 Convertible 2010',
|
| 236 |
+
'BMW X3 SUV 2012',
|
| 237 |
+
'BMW Z4 Convertible 2012',
|
| 238 |
+
'Bentley Continental Supersports Conv. Convertible 2012',
|
| 239 |
+
'Bentley Arnage Sedan 2009',
|
| 240 |
+
'Bentley Mulsanne Sedan 2011',
|
| 241 |
+
'Bentley Continental GT Coupe 2012',
|
| 242 |
+
'Bentley Continental GT Coupe 2007',
|
| 243 |
+
'Bentley Continental Flying Spur Sedan 2007',
|
| 244 |
+
'Bugatti Veyron 16.4 Convertible 2009',
|
| 245 |
+
'Bugatti Veyron 16.4 Coupe 2009',
|
| 246 |
+
'Buick Regal GS 2012',
|
| 247 |
+
'Buick Rainier SUV 2007',
|
| 248 |
+
'Buick Verano Sedan 2012',
|
| 249 |
+
'Buick Enclave SUV 2012',
|
| 250 |
+
'Cadillac CTS-V Sedan 2012',
|
| 251 |
+
'Cadillac SRX SUV 2012',
|
| 252 |
+
'Cadillac Escalade EXT Crew Cab 2007',
|
| 253 |
+
'Chevrolet Silverado 1500 Hybrid Crew Cab 2012',
|
| 254 |
+
'Chevrolet Corvette Convertible 2012',
|
| 255 |
+
'Chevrolet Corvette ZR1 2012',
|
| 256 |
+
'Chevrolet Corvette Ron Fellows Edition Z06 2007',
|
| 257 |
+
'Chevrolet Traverse SUV 2012',
|
| 258 |
+
'Chevrolet Camaro Convertible 2012',
|
| 259 |
+
'Chevrolet HHR SS 2010',
|
| 260 |
+
'Chevrolet Impala Sedan 2007',
|
| 261 |
+
'Chevrolet Tahoe Hybrid SUV 2012',
|
| 262 |
+
'Chevrolet Sonic Sedan 2012',
|
| 263 |
+
'Chevrolet Express Cargo Van 2007',
|
| 264 |
+
'Chevrolet Avalanche Crew Cab 2012',
|
| 265 |
+
'Chevrolet Cobalt SS 2010',
|
| 266 |
+
'Chevrolet Malibu Hybrid Sedan 2010',
|
| 267 |
+
'Chevrolet TrailBlazer SS 2009',
|
| 268 |
+
'Chevrolet Silverado 2500HD Regular Cab 2012',
|
| 269 |
+
'Chevrolet Silverado 1500 Classic Extended Cab 2007',
|
| 270 |
+
'Chevrolet Express Van 2007',
|
| 271 |
+
'Chevrolet Monte Carlo Coupe 2007',
|
| 272 |
+
'Chevrolet Malibu Sedan 2007',
|
| 273 |
+
'Chevrolet Silverado 1500 Extended Cab 2012',
|
| 274 |
+
'Chevrolet Silverado 1500 Regular Cab 2012',
|
| 275 |
+
'Chrysler Aspen SUV 2009',
|
| 276 |
+
'Chrysler Sebring Convertible 2010',
|
| 277 |
+
'Chrysler Town and Country Minivan 2012',
|
| 278 |
+
'Chrysler 300 SRT-8 2010',
|
| 279 |
+
'Chrysler Crossfire Convertible 2008',
|
| 280 |
+
'Chrysler PT Cruiser Convertible 2008',
|
| 281 |
+
'Daewoo Nubira Wagon 2002',
|
| 282 |
+
'Dodge Caliber Wagon 2012',
|
| 283 |
+
'Dodge Caliber Wagon 2007',
|
| 284 |
+
'Dodge Caravan Minivan 1997',
|
| 285 |
+
'Dodge Ram Pickup 3500 Crew Cab 2010',
|
| 286 |
+
'Dodge Ram Pickup 3500 Quad Cab 2009',
|
| 287 |
+
'Dodge Sprinter Cargo Van 2009',
|
| 288 |
+
'Dodge Journey SUV 2012',
|
| 289 |
+
'Dodge Dakota Crew Cab 2010',
|
| 290 |
+
'Dodge Dakota Club Cab 2007',
|
| 291 |
+
'Dodge Magnum Wagon 2008',
|
| 292 |
+
'Dodge Challenger SRT8 2011',
|
| 293 |
+
'Dodge Durango SUV 2012',
|
| 294 |
+
'Dodge Durango SUV 2007',
|
| 295 |
+
'Dodge Charger Sedan 2012',
|
| 296 |
+
'Dodge Charger SRT-8 2009',
|
| 297 |
+
'Eagle Talon Hatchback 1998',
|
| 298 |
+
'FIAT 500 Abarth 2012',
|
| 299 |
+
'FIAT 500 Convertible 2012',
|
| 300 |
+
'Ferrari FF Coupe 2012',
|
| 301 |
+
'Ferrari California Convertible 2012',
|
| 302 |
+
'Ferrari 458 Italia Convertible 2012',
|
| 303 |
+
'Ferrari 458 Italia Coupe 2012',
|
| 304 |
+
'Fisker Karma Sedan 2012',
|
| 305 |
+
'Ford F-450 Super Duty Crew Cab 2012',
|
| 306 |
+
'Ford Mustang Convertible 2007',
|
| 307 |
+
'Ford Freestar Minivan 2007',
|
| 308 |
+
'Ford Expedition EL SUV 2009',
|
| 309 |
+
'Ford Edge SUV 2012',
|
| 310 |
+
'Ford Ranger SuperCab 2011',
|
| 311 |
+
'Ford GT Coupe 2006',
|
| 312 |
+
'Ford F-150 Regular Cab 2012',
|
| 313 |
+
'Ford F-150 Regular Cab 2007',
|
| 314 |
+
'Ford Focus Sedan 2007',
|
| 315 |
+
'Ford E-Series Wagon Van 2012',
|
| 316 |
+
'Ford Fiesta Sedan 2012',
|
| 317 |
+
'GMC Terrain SUV 2012',
|
| 318 |
+
'GMC Savana Van 2012',
|
| 319 |
+
'GMC Yukon Hybrid SUV 2012',
|
| 320 |
+
'GMC Acadia SUV 2012',
|
| 321 |
+
'GMC Canyon Extended Cab 2012',
|
| 322 |
+
'Geo Metro Convertible 1993',
|
| 323 |
+
'HUMMER H3T Crew Cab 2010',
|
| 324 |
+
'HUMMER H2 SUT Crew Cab 2009',
|
| 325 |
+
'Honda Odyssey Minivan 2012',
|
| 326 |
+
'Honda Odyssey Minivan 2007',
|
| 327 |
+
'Honda Accord Coupe 2012',
|
| 328 |
+
'Honda Accord Sedan 2012',
|
| 329 |
+
'Hyundai Veloster Hatchback 2012',
|
| 330 |
+
'Hyundai Santa Fe SUV 2012',
|
| 331 |
+
'Hyundai Tucson SUV 2012',
|
| 332 |
+
'Hyundai Veracruz SUV 2012',
|
| 333 |
+
'Hyundai Sonata Hybrid Sedan 2012',
|
| 334 |
+
'Hyundai Elantra Sedan 2007',
|
| 335 |
+
'Hyundai Accent Sedan 2012',
|
| 336 |
+
'Hyundai Genesis Sedan 2012',
|
| 337 |
+
'Hyundai Sonata Sedan 2012',
|
| 338 |
+
'Hyundai Elantra Touring Hatchback 2012',
|
| 339 |
+
'Hyundai Azera Sedan 2012',
|
| 340 |
+
'Infiniti G Coupe IPL 2012',
|
| 341 |
+
'Infiniti QX56 SUV 2011',
|
| 342 |
+
'Isuzu Ascender SUV 2008',
|
| 343 |
+
'Jaguar XK XKR 2012',
|
| 344 |
+
'Jeep Patriot SUV 2012',
|
| 345 |
+
'Jeep Wrangler SUV 2012',
|
| 346 |
+
'Jeep Liberty SUV 2012',
|
| 347 |
+
'Jeep Grand Cherokee SUV 2012',
|
| 348 |
+
'Jeep Compass SUV 2012',
|
| 349 |
+
'Lamborghini Reventon Coupe 2008',
|
| 350 |
+
'Lamborghini Aventador Coupe 2012',
|
| 351 |
+
'Lamborghini Gallardo LP 570-4 Superleggera 2012',
|
| 352 |
+
'Lamborghini Diablo Coupe 2001',
|
| 353 |
+
'Land Rover Range Rover SUV 2012',
|
| 354 |
+
'Land Rover LR2 SUV 2012',
|
| 355 |
+
'Lincoln Town Car Sedan 2011',
|
| 356 |
+
'MINI Cooper Roadster Convertible 2012',
|
| 357 |
+
'Maybach Landaulet Convertible 2012',
|
| 358 |
+
'Mazda Tribute SUV 2011',
|
| 359 |
+
'McLaren MP4-12C Coupe 2012',
|
| 360 |
+
'Mercedes-Benz 300-Class Convertible 1993',
|
| 361 |
+
'Mercedes-Benz C-Class Sedan 2012',
|
| 362 |
+
'Mercedes-Benz SL-Class Coupe 2009',
|
| 363 |
+
'Mercedes-Benz E-Class Sedan 2012',
|
| 364 |
+
'Mercedes-Benz S-Class Sedan 2012',
|
| 365 |
+
'Mercedes-Benz Sprinter Van 2012',
|
| 366 |
+
'Mitsubishi Lancer Sedan 2012',
|
| 367 |
+
'Nissan Leaf Hatchback 2012',
|
| 368 |
+
'Nissan NV Passenger Van 2012',
|
| 369 |
+
'Nissan Juke Hatchback 2012',
|
| 370 |
+
'Nissan 240SX Coupe 1998',
|
| 371 |
+
'Plymouth Neon Coupe 1999',
|
| 372 |
+
'Porsche Panamera Sedan 2012',
|
| 373 |
+
'Ram C/V Cargo Van Minivan 2012',
|
| 374 |
+
'Rolls-Royce Phantom Drophead Coupe Convertible 2012',
|
| 375 |
+
'Rolls-Royce Ghost Sedan 2012',
|
| 376 |
+
'Rolls-Royce Phantom Sedan 2012',
|
| 377 |
+
'Scion xD Hatchback 2012',
|
| 378 |
+
'Spyker C8 Convertible 2009',
|
| 379 |
+
'Spyker C8 Coupe 2009',
|
| 380 |
+
'Suzuki Aerio Sedan 2007',
|
| 381 |
+
'Suzuki Kizashi Sedan 2012',
|
| 382 |
+
'Suzuki SX4 Hatchback 2012',
|
| 383 |
+
'Suzuki SX4 Sedan 2012',
|
| 384 |
+
'Tesla Model S Sedan 2012',
|
| 385 |
+
'Toyota Sequoia SUV 2012',
|
| 386 |
+
'Toyota Camry Sedan 2012',
|
| 387 |
+
'Toyota Corolla Sedan 2012',
|
| 388 |
+
'Toyota 4Runner SUV 2012',
|
| 389 |
+
'Volkswagen Golf Hatchback 2012',
|
| 390 |
+
'Volkswagen Golf Hatchback 1991',
|
| 391 |
+
'Volkswagen Beetle Hatchback 2012',
|
| 392 |
+
'Volvo C30 Hatchback 2012',
|
| 393 |
+
'Volvo 240 Sedan 1993',
|
| 394 |
+
'Volvo XC90 SUV 2007',
|
| 395 |
+
'smart fortwo Convertible 2012',
|
| 396 |
+
])
|
| 397 |
+
auto_scale_lr = dict(base_batch_size=256)
|
| 398 |
+
base_lr = 0.0005
|
| 399 |
+
bgr_mean = [
|
| 400 |
+
103.53,
|
| 401 |
+
116.28,
|
| 402 |
+
123.675,
|
| 403 |
+
]
|
| 404 |
+
bgr_std = [
|
| 405 |
+
57.375,
|
| 406 |
+
57.12,
|
| 407 |
+
58.395,
|
| 408 |
+
]
|
| 409 |
+
data_preprocessor = dict(
|
| 410 |
+
mean=[
|
| 411 |
+
123.675,
|
| 412 |
+
116.28,
|
| 413 |
+
103.53,
|
| 414 |
+
],
|
| 415 |
+
num_classes=196,
|
| 416 |
+
std=[
|
| 417 |
+
58.395,
|
| 418 |
+
57.12,
|
| 419 |
+
57.375,
|
| 420 |
+
],
|
| 421 |
+
to_rgb=True)
|
| 422 |
+
data_root = '/home/javrez/Datasets/Stanford_Cars_by_class_folder/car_data/car_data/'
|
| 423 |
+
dataset_type = 'ImageNet'
|
| 424 |
+
default_hooks = dict(
|
| 425 |
+
checkpoint=dict(
|
| 426 |
+
_scope_='mmpretrain',
|
| 427 |
+
interval=1,
|
| 428 |
+
max_keep_ckpts=1,
|
| 429 |
+
type='CheckpointHook'),
|
| 430 |
+
logger=dict(_scope_='mmpretrain', interval=100, type='LoggerHook'),
|
| 431 |
+
param_scheduler=dict(_scope_='mmpretrain', type='ParamSchedulerHook'),
|
| 432 |
+
sampler_seed=dict(_scope_='mmpretrain', type='DistSamplerSeedHook'),
|
| 433 |
+
timer=dict(_scope_='mmpretrain', type='IterTimerHook'),
|
| 434 |
+
visualization=dict(
|
| 435 |
+
_scope_='mmpretrain', enable=False, type='VisualizationHook'))
|
| 436 |
+
default_scope = 'mmpretrain'
|
| 437 |
+
env_cfg = dict(
|
| 438 |
+
cudnn_benchmark=False,
|
| 439 |
+
dist_cfg=dict(backend='nccl'),
|
| 440 |
+
mp_cfg=dict(mp_start_method='fork', opencv_num_threads=0))
|
| 441 |
+
launcher = 'pytorch'
|
| 442 |
+
load_from = 'https://download.openmmlab.com/mmclassification/v0/efficientnetv2/efficientnetv2-b0_3rdparty_in1k_20221221-9ef6e736.pth'
|
| 443 |
+
log_level = 'INFO'
|
| 444 |
+
max_epochs = 30
|
| 445 |
+
model = dict(
|
| 446 |
+
_scope_='mmpretrain',
|
| 447 |
+
backbone=dict(arch='b0', type='EfficientNetV2'),
|
| 448 |
+
head=dict(
|
| 449 |
+
in_channels=1280,
|
| 450 |
+
loss=dict(loss_weight=1.0, type='CrossEntropyLoss'),
|
| 451 |
+
num_classes=196,
|
| 452 |
+
topk=(
|
| 453 |
+
1,
|
| 454 |
+
5,
|
| 455 |
+
),
|
| 456 |
+
type='LinearClsHead'),
|
| 457 |
+
neck=dict(type='GlobalAveragePooling'),
|
| 458 |
+
type='ImageClassifier')
|
| 459 |
+
num_classes = 196
|
| 460 |
+
optim_wrapper = dict(
|
| 461 |
+
optimizer=dict(lr=0.0005, type='AdamW', weight_decay=0.001),
|
| 462 |
+
paramwise_cfg=dict(
|
| 463 |
+
custom_keys=dict({
|
| 464 |
+
'.cls_token': dict(decay_mult=0.0),
|
| 465 |
+
'.pos_embed': dict(decay_mult=0.0)
|
| 466 |
+
})),
|
| 467 |
+
type='AmpOptimWrapper')
|
| 468 |
+
param_scheduler = [
|
| 469 |
+
dict(
|
| 470 |
+
by_epoch=True,
|
| 471 |
+
convert_to_iter_based=True,
|
| 472 |
+
end=10,
|
| 473 |
+
start_factor=0.0001,
|
| 474 |
+
type='LinearLR'),
|
| 475 |
+
dict(begin=10, by_epoch=True, eta_min=1e-05, type='CosineAnnealingLR'),
|
| 476 |
+
]
|
| 477 |
+
randomness = dict(deterministic=False, seed=None)
|
| 478 |
+
resume = False
|
| 479 |
+
test_cfg = dict()
|
| 480 |
+
test_dataloader = dict(
|
| 481 |
+
batch_size=32,
|
| 482 |
+
dataset=dict(
|
| 483 |
+
_scope_='mmpretrain',
|
| 484 |
+
data_root='data/imagenet',
|
| 485 |
+
pipeline=[
|
| 486 |
+
dict(type='LoadImageFromFile'),
|
| 487 |
+
dict(crop_padding=0, crop_size=224, type='EfficientNetCenterCrop'),
|
| 488 |
+
dict(type='PackInputs'),
|
| 489 |
+
],
|
| 490 |
+
split='val',
|
| 491 |
+
type='ImageNet'),
|
| 492 |
+
num_workers=5,
|
| 493 |
+
sampler=dict(_scope_='mmpretrain', shuffle=False, type='DefaultSampler'))
|
| 494 |
+
test_evaluator = dict(
|
| 495 |
+
_scope_='mmpretrain', topk=(
|
| 496 |
+
1,
|
| 497 |
+
5,
|
| 498 |
+
), type='Accuracy')
|
| 499 |
+
test_pipeline = [
|
| 500 |
+
dict(_scope_='mmpretrain', type='LoadImageFromFile'),
|
| 501 |
+
dict(
|
| 502 |
+
_scope_='mmpretrain',
|
| 503 |
+
crop_padding=0,
|
| 504 |
+
crop_size=224,
|
| 505 |
+
type='EfficientNetCenterCrop'),
|
| 506 |
+
dict(_scope_='mmpretrain', type='PackInputs'),
|
| 507 |
+
]
|
| 508 |
+
train_cfg = dict(by_epoch=True, max_epochs=30, val_interval=1)
|
| 509 |
+
train_dataloader = dict(
|
| 510 |
+
batch_size=32,
|
| 511 |
+
dataset=dict(
|
| 512 |
+
_scope_='mmpretrain',
|
| 513 |
+
data_prefix='train',
|
| 514 |
+
data_root=
|
| 515 |
+
'/home/javrez/Datasets/Stanford_Cars_by_class_folder/car_data/car_data/',
|
| 516 |
+
metainfo=dict(classes=[
|
| 517 |
+
'AM General Hummer SUV 2000',
|
| 518 |
+
'Acura RL Sedan 2012',
|
| 519 |
+
'Acura TL Sedan 2012',
|
| 520 |
+
'Acura TL Type-S 2008',
|
| 521 |
+
'Acura TSX Sedan 2012',
|
| 522 |
+
'Acura Integra Type R 2001',
|
| 523 |
+
'Acura ZDX Hatchback 2012',
|
| 524 |
+
'Aston Martin V8 Vantage Convertible 2012',
|
| 525 |
+
'Aston Martin V8 Vantage Coupe 2012',
|
| 526 |
+
'Aston Martin Virage Convertible 2012',
|
| 527 |
+
'Aston Martin Virage Coupe 2012',
|
| 528 |
+
'Audi RS 4 Convertible 2008',
|
| 529 |
+
'Audi A5 Coupe 2012',
|
| 530 |
+
'Audi TTS Coupe 2012',
|
| 531 |
+
'Audi R8 Coupe 2012',
|
| 532 |
+
'Audi V8 Sedan 1994',
|
| 533 |
+
'Audi 100 Sedan 1994',
|
| 534 |
+
'Audi 100 Wagon 1994',
|
| 535 |
+
'Audi TT Hatchback 2011',
|
| 536 |
+
'Audi S6 Sedan 2011',
|
| 537 |
+
'Audi S5 Convertible 2012',
|
| 538 |
+
'Audi S5 Coupe 2012',
|
| 539 |
+
'Audi S4 Sedan 2012',
|
| 540 |
+
'Audi S4 Sedan 2007',
|
| 541 |
+
'Audi TT RS Coupe 2012',
|
| 542 |
+
'BMW ActiveHybrid 5 Sedan 2012',
|
| 543 |
+
'BMW 1 Series Convertible 2012',
|
| 544 |
+
'BMW 1 Series Coupe 2012',
|
| 545 |
+
'BMW 3 Series Sedan 2012',
|
| 546 |
+
'BMW 3 Series Wagon 2012',
|
| 547 |
+
'BMW 6 Series Convertible 2007',
|
| 548 |
+
'BMW X5 SUV 2007',
|
| 549 |
+
'BMW X6 SUV 2012',
|
| 550 |
+
'BMW M3 Coupe 2012',
|
| 551 |
+
'BMW M5 Sedan 2010',
|
| 552 |
+
'BMW M6 Convertible 2010',
|
| 553 |
+
'BMW X3 SUV 2012',
|
| 554 |
+
'BMW Z4 Convertible 2012',
|
| 555 |
+
'Bentley Continental Supersports Conv. Convertible 2012',
|
| 556 |
+
'Bentley Arnage Sedan 2009',
|
| 557 |
+
'Bentley Mulsanne Sedan 2011',
|
| 558 |
+
'Bentley Continental GT Coupe 2012',
|
| 559 |
+
'Bentley Continental GT Coupe 2007',
|
| 560 |
+
'Bentley Continental Flying Spur Sedan 2007',
|
| 561 |
+
'Bugatti Veyron 16.4 Convertible 2009',
|
| 562 |
+
'Bugatti Veyron 16.4 Coupe 2009',
|
| 563 |
+
'Buick Regal GS 2012',
|
| 564 |
+
'Buick Rainier SUV 2007',
|
| 565 |
+
'Buick Verano Sedan 2012',
|
| 566 |
+
'Buick Enclave SUV 2012',
|
| 567 |
+
'Cadillac CTS-V Sedan 2012',
|
| 568 |
+
'Cadillac SRX SUV 2012',
|
| 569 |
+
'Cadillac Escalade EXT Crew Cab 2007',
|
| 570 |
+
'Chevrolet Silverado 1500 Hybrid Crew Cab 2012',
|
| 571 |
+
'Chevrolet Corvette Convertible 2012',
|
| 572 |
+
'Chevrolet Corvette ZR1 2012',
|
| 573 |
+
'Chevrolet Corvette Ron Fellows Edition Z06 2007',
|
| 574 |
+
'Chevrolet Traverse SUV 2012',
|
| 575 |
+
'Chevrolet Camaro Convertible 2012',
|
| 576 |
+
'Chevrolet HHR SS 2010',
|
| 577 |
+
'Chevrolet Impala Sedan 2007',
|
| 578 |
+
'Chevrolet Tahoe Hybrid SUV 2012',
|
| 579 |
+
'Chevrolet Sonic Sedan 2012',
|
| 580 |
+
'Chevrolet Express Cargo Van 2007',
|
| 581 |
+
'Chevrolet Avalanche Crew Cab 2012',
|
| 582 |
+
'Chevrolet Cobalt SS 2010',
|
| 583 |
+
'Chevrolet Malibu Hybrid Sedan 2010',
|
| 584 |
+
'Chevrolet TrailBlazer SS 2009',
|
| 585 |
+
'Chevrolet Silverado 2500HD Regular Cab 2012',
|
| 586 |
+
'Chevrolet Silverado 1500 Classic Extended Cab 2007',
|
| 587 |
+
'Chevrolet Express Van 2007',
|
| 588 |
+
'Chevrolet Monte Carlo Coupe 2007',
|
| 589 |
+
'Chevrolet Malibu Sedan 2007',
|
| 590 |
+
'Chevrolet Silverado 1500 Extended Cab 2012',
|
| 591 |
+
'Chevrolet Silverado 1500 Regular Cab 2012',
|
| 592 |
+
'Chrysler Aspen SUV 2009',
|
| 593 |
+
'Chrysler Sebring Convertible 2010',
|
| 594 |
+
'Chrysler Town and Country Minivan 2012',
|
| 595 |
+
'Chrysler 300 SRT-8 2010',
|
| 596 |
+
'Chrysler Crossfire Convertible 2008',
|
| 597 |
+
'Chrysler PT Cruiser Convertible 2008',
|
| 598 |
+
'Daewoo Nubira Wagon 2002',
|
| 599 |
+
'Dodge Caliber Wagon 2012',
|
| 600 |
+
'Dodge Caliber Wagon 2007',
|
| 601 |
+
'Dodge Caravan Minivan 1997',
|
| 602 |
+
'Dodge Ram Pickup 3500 Crew Cab 2010',
|
| 603 |
+
'Dodge Ram Pickup 3500 Quad Cab 2009',
|
| 604 |
+
'Dodge Sprinter Cargo Van 2009',
|
| 605 |
+
'Dodge Journey SUV 2012',
|
| 606 |
+
'Dodge Dakota Crew Cab 2010',
|
| 607 |
+
'Dodge Dakota Club Cab 2007',
|
| 608 |
+
'Dodge Magnum Wagon 2008',
|
| 609 |
+
'Dodge Challenger SRT8 2011',
|
| 610 |
+
'Dodge Durango SUV 2012',
|
| 611 |
+
'Dodge Durango SUV 2007',
|
| 612 |
+
'Dodge Charger Sedan 2012',
|
| 613 |
+
'Dodge Charger SRT-8 2009',
|
| 614 |
+
'Eagle Talon Hatchback 1998',
|
| 615 |
+
'FIAT 500 Abarth 2012',
|
| 616 |
+
'FIAT 500 Convertible 2012',
|
| 617 |
+
'Ferrari FF Coupe 2012',
|
| 618 |
+
'Ferrari California Convertible 2012',
|
| 619 |
+
'Ferrari 458 Italia Convertible 2012',
|
| 620 |
+
'Ferrari 458 Italia Coupe 2012',
|
| 621 |
+
'Fisker Karma Sedan 2012',
|
| 622 |
+
'Ford F-450 Super Duty Crew Cab 2012',
|
| 623 |
+
'Ford Mustang Convertible 2007',
|
| 624 |
+
'Ford Freestar Minivan 2007',
|
| 625 |
+
'Ford Expedition EL SUV 2009',
|
| 626 |
+
'Ford Edge SUV 2012',
|
| 627 |
+
'Ford Ranger SuperCab 2011',
|
| 628 |
+
'Ford GT Coupe 2006',
|
| 629 |
+
'Ford F-150 Regular Cab 2012',
|
| 630 |
+
'Ford F-150 Regular Cab 2007',
|
| 631 |
+
'Ford Focus Sedan 2007',
|
| 632 |
+
'Ford E-Series Wagon Van 2012',
|
| 633 |
+
'Ford Fiesta Sedan 2012',
|
| 634 |
+
'GMC Terrain SUV 2012',
|
| 635 |
+
'GMC Savana Van 2012',
|
| 636 |
+
'GMC Yukon Hybrid SUV 2012',
|
| 637 |
+
'GMC Acadia SUV 2012',
|
| 638 |
+
'GMC Canyon Extended Cab 2012',
|
| 639 |
+
'Geo Metro Convertible 1993',
|
| 640 |
+
'HUMMER H3T Crew Cab 2010',
|
| 641 |
+
'HUMMER H2 SUT Crew Cab 2009',
|
| 642 |
+
'Honda Odyssey Minivan 2012',
|
| 643 |
+
'Honda Odyssey Minivan 2007',
|
| 644 |
+
'Honda Accord Coupe 2012',
|
| 645 |
+
'Honda Accord Sedan 2012',
|
| 646 |
+
'Hyundai Veloster Hatchback 2012',
|
| 647 |
+
'Hyundai Santa Fe SUV 2012',
|
| 648 |
+
'Hyundai Tucson SUV 2012',
|
| 649 |
+
'Hyundai Veracruz SUV 2012',
|
| 650 |
+
'Hyundai Sonata Hybrid Sedan 2012',
|
| 651 |
+
'Hyundai Elantra Sedan 2007',
|
| 652 |
+
'Hyundai Accent Sedan 2012',
|
| 653 |
+
'Hyundai Genesis Sedan 2012',
|
| 654 |
+
'Hyundai Sonata Sedan 2012',
|
| 655 |
+
'Hyundai Elantra Touring Hatchback 2012',
|
| 656 |
+
'Hyundai Azera Sedan 2012',
|
| 657 |
+
'Infiniti G Coupe IPL 2012',
|
| 658 |
+
'Infiniti QX56 SUV 2011',
|
| 659 |
+
'Isuzu Ascender SUV 2008',
|
| 660 |
+
'Jaguar XK XKR 2012',
|
| 661 |
+
'Jeep Patriot SUV 2012',
|
| 662 |
+
'Jeep Wrangler SUV 2012',
|
| 663 |
+
'Jeep Liberty SUV 2012',
|
| 664 |
+
'Jeep Grand Cherokee SUV 2012',
|
| 665 |
+
'Jeep Compass SUV 2012',
|
| 666 |
+
'Lamborghini Reventon Coupe 2008',
|
| 667 |
+
'Lamborghini Aventador Coupe 2012',
|
| 668 |
+
'Lamborghini Gallardo LP 570-4 Superleggera 2012',
|
| 669 |
+
'Lamborghini Diablo Coupe 2001',
|
| 670 |
+
'Land Rover Range Rover SUV 2012',
|
| 671 |
+
'Land Rover LR2 SUV 2012',
|
| 672 |
+
'Lincoln Town Car Sedan 2011',
|
| 673 |
+
'MINI Cooper Roadster Convertible 2012',
|
| 674 |
+
'Maybach Landaulet Convertible 2012',
|
| 675 |
+
'Mazda Tribute SUV 2011',
|
| 676 |
+
'McLaren MP4-12C Coupe 2012',
|
| 677 |
+
'Mercedes-Benz 300-Class Convertible 1993',
|
| 678 |
+
'Mercedes-Benz C-Class Sedan 2012',
|
| 679 |
+
'Mercedes-Benz SL-Class Coupe 2009',
|
| 680 |
+
'Mercedes-Benz E-Class Sedan 2012',
|
| 681 |
+
'Mercedes-Benz S-Class Sedan 2012',
|
| 682 |
+
'Mercedes-Benz Sprinter Van 2012',
|
| 683 |
+
'Mitsubishi Lancer Sedan 2012',
|
| 684 |
+
'Nissan Leaf Hatchback 2012',
|
| 685 |
+
'Nissan NV Passenger Van 2012',
|
| 686 |
+
'Nissan Juke Hatchback 2012',
|
| 687 |
+
'Nissan 240SX Coupe 1998',
|
| 688 |
+
'Plymouth Neon Coupe 1999',
|
| 689 |
+
'Porsche Panamera Sedan 2012',
|
| 690 |
+
'Ram C/V Cargo Van Minivan 2012',
|
| 691 |
+
'Rolls-Royce Phantom Drophead Coupe Convertible 2012',
|
| 692 |
+
'Rolls-Royce Ghost Sedan 2012',
|
| 693 |
+
'Rolls-Royce Phantom Sedan 2012',
|
| 694 |
+
'Scion xD Hatchback 2012',
|
| 695 |
+
'Spyker C8 Convertible 2009',
|
| 696 |
+
'Spyker C8 Coupe 2009',
|
| 697 |
+
'Suzuki Aerio Sedan 2007',
|
| 698 |
+
'Suzuki Kizashi Sedan 2012',
|
| 699 |
+
'Suzuki SX4 Hatchback 2012',
|
| 700 |
+
'Suzuki SX4 Sedan 2012',
|
| 701 |
+
'Tesla Model S Sedan 2012',
|
| 702 |
+
'Toyota Sequoia SUV 2012',
|
| 703 |
+
'Toyota Camry Sedan 2012',
|
| 704 |
+
'Toyota Corolla Sedan 2012',
|
| 705 |
+
'Toyota 4Runner SUV 2012',
|
| 706 |
+
'Volkswagen Golf Hatchback 2012',
|
| 707 |
+
'Volkswagen Golf Hatchback 1991',
|
| 708 |
+
'Volkswagen Beetle Hatchback 2012',
|
| 709 |
+
'Volvo C30 Hatchback 2012',
|
| 710 |
+
'Volvo 240 Sedan 1993',
|
| 711 |
+
'Volvo XC90 SUV 2007',
|
| 712 |
+
'smart fortwo Convertible 2012',
|
| 713 |
+
]),
|
| 714 |
+
pipeline=[
|
| 715 |
+
dict(type='LoadImageFromFile'),
|
| 716 |
+
dict(
|
| 717 |
+
backend='pillow',
|
| 718 |
+
interpolation='bicubic',
|
| 719 |
+
scale=192,
|
| 720 |
+
type='RandomResizedCrop'),
|
| 721 |
+
dict(direction='horizontal', prob=0.5, type='RandomFlip'),
|
| 722 |
+
dict(
|
| 723 |
+
hparams=dict(
|
| 724 |
+
interpolation='bicubic', pad_val=[
|
| 725 |
+
104,
|
| 726 |
+
116,
|
| 727 |
+
124,
|
| 728 |
+
]),
|
| 729 |
+
magnitude_level=9,
|
| 730 |
+
magnitude_std=0.5,
|
| 731 |
+
num_policies=2,
|
| 732 |
+
policies='timm_increasing',
|
| 733 |
+
total_level=10,
|
| 734 |
+
type='RandAugment'),
|
| 735 |
+
dict(
|
| 736 |
+
erase_prob=0.25,
|
| 737 |
+
fill_color=[
|
| 738 |
+
103.53,
|
| 739 |
+
116.28,
|
| 740 |
+
123.675,
|
| 741 |
+
],
|
| 742 |
+
fill_std=[
|
| 743 |
+
57.375,
|
| 744 |
+
57.12,
|
| 745 |
+
58.395,
|
| 746 |
+
],
|
| 747 |
+
max_area_ratio=0.3333333333333333,
|
| 748 |
+
min_area_ratio=0.02,
|
| 749 |
+
mode='rand',
|
| 750 |
+
type='RandomErasing'),
|
| 751 |
+
dict(type='PackInputs'),
|
| 752 |
+
],
|
| 753 |
+
split='train',
|
| 754 |
+
type='ImageNet'),
|
| 755 |
+
num_workers=5,
|
| 756 |
+
sampler=dict(_scope_='mmpretrain', shuffle=True, type='DefaultSampler'))
|
| 757 |
+
train_image_folder = 'train'
|
| 758 |
+
train_pipeline = [
|
| 759 |
+
dict(_scope_='mmpretrain', type='LoadImageFromFile'),
|
| 760 |
+
dict(
|
| 761 |
+
_scope_='mmpretrain',
|
| 762 |
+
backend='pillow',
|
| 763 |
+
interpolation='bicubic',
|
| 764 |
+
scale=192,
|
| 765 |
+
type='RandomResizedCrop'),
|
| 766 |
+
dict(
|
| 767 |
+
_scope_='mmpretrain',
|
| 768 |
+
direction='horizontal',
|
| 769 |
+
prob=0.5,
|
| 770 |
+
type='RandomFlip'),
|
| 771 |
+
dict(
|
| 772 |
+
_scope_='mmpretrain',
|
| 773 |
+
hparams=dict(interpolation='bicubic', pad_val=[
|
| 774 |
+
104,
|
| 775 |
+
116,
|
| 776 |
+
124,
|
| 777 |
+
]),
|
| 778 |
+
magnitude_level=9,
|
| 779 |
+
magnitude_std=0.5,
|
| 780 |
+
num_policies=2,
|
| 781 |
+
policies='timm_increasing',
|
| 782 |
+
total_level=10,
|
| 783 |
+
type='RandAugment'),
|
| 784 |
+
dict(
|
| 785 |
+
_scope_='mmpretrain',
|
| 786 |
+
erase_prob=0.25,
|
| 787 |
+
fill_color=[
|
| 788 |
+
103.53,
|
| 789 |
+
116.28,
|
| 790 |
+
123.675,
|
| 791 |
+
],
|
| 792 |
+
fill_std=[
|
| 793 |
+
57.375,
|
| 794 |
+
57.12,
|
| 795 |
+
58.395,
|
| 796 |
+
],
|
| 797 |
+
max_area_ratio=0.3333333333333333,
|
| 798 |
+
min_area_ratio=0.02,
|
| 799 |
+
mode='rand',
|
| 800 |
+
type='RandomErasing'),
|
| 801 |
+
dict(_scope_='mmpretrain', type='PackInputs'),
|
| 802 |
+
]
|
| 803 |
+
val_cfg = dict()
|
| 804 |
+
val_dataloader = dict(
|
| 805 |
+
batch_size=32,
|
| 806 |
+
dataset=dict(
|
| 807 |
+
_scope_='mmpretrain',
|
| 808 |
+
data_prefix='test',
|
| 809 |
+
data_root=
|
| 810 |
+
'/home/javrez/Datasets/Stanford_Cars_by_class_folder/car_data/car_data/',
|
| 811 |
+
metainfo=dict(classes=[
|
| 812 |
+
'AM General Hummer SUV 2000',
|
| 813 |
+
'Acura RL Sedan 2012',
|
| 814 |
+
'Acura TL Sedan 2012',
|
| 815 |
+
'Acura TL Type-S 2008',
|
| 816 |
+
'Acura TSX Sedan 2012',
|
| 817 |
+
'Acura Integra Type R 2001',
|
| 818 |
+
'Acura ZDX Hatchback 2012',
|
| 819 |
+
'Aston Martin V8 Vantage Convertible 2012',
|
| 820 |
+
'Aston Martin V8 Vantage Coupe 2012',
|
| 821 |
+
'Aston Martin Virage Convertible 2012',
|
| 822 |
+
'Aston Martin Virage Coupe 2012',
|
| 823 |
+
'Audi RS 4 Convertible 2008',
|
| 824 |
+
'Audi A5 Coupe 2012',
|
| 825 |
+
'Audi TTS Coupe 2012',
|
| 826 |
+
'Audi R8 Coupe 2012',
|
| 827 |
+
'Audi V8 Sedan 1994',
|
| 828 |
+
'Audi 100 Sedan 1994',
|
| 829 |
+
'Audi 100 Wagon 1994',
|
| 830 |
+
'Audi TT Hatchback 2011',
|
| 831 |
+
'Audi S6 Sedan 2011',
|
| 832 |
+
'Audi S5 Convertible 2012',
|
| 833 |
+
'Audi S5 Coupe 2012',
|
| 834 |
+
'Audi S4 Sedan 2012',
|
| 835 |
+
'Audi S4 Sedan 2007',
|
| 836 |
+
'Audi TT RS Coupe 2012',
|
| 837 |
+
'BMW ActiveHybrid 5 Sedan 2012',
|
| 838 |
+
'BMW 1 Series Convertible 2012',
|
| 839 |
+
'BMW 1 Series Coupe 2012',
|
| 840 |
+
'BMW 3 Series Sedan 2012',
|
| 841 |
+
'BMW 3 Series Wagon 2012',
|
| 842 |
+
'BMW 6 Series Convertible 2007',
|
| 843 |
+
'BMW X5 SUV 2007',
|
| 844 |
+
'BMW X6 SUV 2012',
|
| 845 |
+
'BMW M3 Coupe 2012',
|
| 846 |
+
'BMW M5 Sedan 2010',
|
| 847 |
+
'BMW M6 Convertible 2010',
|
| 848 |
+
'BMW X3 SUV 2012',
|
| 849 |
+
'BMW Z4 Convertible 2012',
|
| 850 |
+
'Bentley Continental Supersports Conv. Convertible 2012',
|
| 851 |
+
'Bentley Arnage Sedan 2009',
|
| 852 |
+
'Bentley Mulsanne Sedan 2011',
|
| 853 |
+
'Bentley Continental GT Coupe 2012',
|
| 854 |
+
'Bentley Continental GT Coupe 2007',
|
| 855 |
+
'Bentley Continental Flying Spur Sedan 2007',
|
| 856 |
+
'Bugatti Veyron 16.4 Convertible 2009',
|
| 857 |
+
'Bugatti Veyron 16.4 Coupe 2009',
|
| 858 |
+
'Buick Regal GS 2012',
|
| 859 |
+
'Buick Rainier SUV 2007',
|
| 860 |
+
'Buick Verano Sedan 2012',
|
| 861 |
+
'Buick Enclave SUV 2012',
|
| 862 |
+
'Cadillac CTS-V Sedan 2012',
|
| 863 |
+
'Cadillac SRX SUV 2012',
|
| 864 |
+
'Cadillac Escalade EXT Crew Cab 2007',
|
| 865 |
+
'Chevrolet Silverado 1500 Hybrid Crew Cab 2012',
|
| 866 |
+
'Chevrolet Corvette Convertible 2012',
|
| 867 |
+
'Chevrolet Corvette ZR1 2012',
|
| 868 |
+
'Chevrolet Corvette Ron Fellows Edition Z06 2007',
|
| 869 |
+
'Chevrolet Traverse SUV 2012',
|
| 870 |
+
'Chevrolet Camaro Convertible 2012',
|
| 871 |
+
'Chevrolet HHR SS 2010',
|
| 872 |
+
'Chevrolet Impala Sedan 2007',
|
| 873 |
+
'Chevrolet Tahoe Hybrid SUV 2012',
|
| 874 |
+
'Chevrolet Sonic Sedan 2012',
|
| 875 |
+
'Chevrolet Express Cargo Van 2007',
|
| 876 |
+
'Chevrolet Avalanche Crew Cab 2012',
|
| 877 |
+
'Chevrolet Cobalt SS 2010',
|
| 878 |
+
'Chevrolet Malibu Hybrid Sedan 2010',
|
| 879 |
+
'Chevrolet TrailBlazer SS 2009',
|
| 880 |
+
'Chevrolet Silverado 2500HD Regular Cab 2012',
|
| 881 |
+
'Chevrolet Silverado 1500 Classic Extended Cab 2007',
|
| 882 |
+
'Chevrolet Express Van 2007',
|
| 883 |
+
'Chevrolet Monte Carlo Coupe 2007',
|
| 884 |
+
'Chevrolet Malibu Sedan 2007',
|
| 885 |
+
'Chevrolet Silverado 1500 Extended Cab 2012',
|
| 886 |
+
'Chevrolet Silverado 1500 Regular Cab 2012',
|
| 887 |
+
'Chrysler Aspen SUV 2009',
|
| 888 |
+
'Chrysler Sebring Convertible 2010',
|
| 889 |
+
'Chrysler Town and Country Minivan 2012',
|
| 890 |
+
'Chrysler 300 SRT-8 2010',
|
| 891 |
+
'Chrysler Crossfire Convertible 2008',
|
| 892 |
+
'Chrysler PT Cruiser Convertible 2008',
|
| 893 |
+
'Daewoo Nubira Wagon 2002',
|
| 894 |
+
'Dodge Caliber Wagon 2012',
|
| 895 |
+
'Dodge Caliber Wagon 2007',
|
| 896 |
+
'Dodge Caravan Minivan 1997',
|
| 897 |
+
'Dodge Ram Pickup 3500 Crew Cab 2010',
|
| 898 |
+
'Dodge Ram Pickup 3500 Quad Cab 2009',
|
| 899 |
+
'Dodge Sprinter Cargo Van 2009',
|
| 900 |
+
'Dodge Journey SUV 2012',
|
| 901 |
+
'Dodge Dakota Crew Cab 2010',
|
| 902 |
+
'Dodge Dakota Club Cab 2007',
|
| 903 |
+
'Dodge Magnum Wagon 2008',
|
| 904 |
+
'Dodge Challenger SRT8 2011',
|
| 905 |
+
'Dodge Durango SUV 2012',
|
| 906 |
+
'Dodge Durango SUV 2007',
|
| 907 |
+
'Dodge Charger Sedan 2012',
|
| 908 |
+
'Dodge Charger SRT-8 2009',
|
| 909 |
+
'Eagle Talon Hatchback 1998',
|
| 910 |
+
'FIAT 500 Abarth 2012',
|
| 911 |
+
'FIAT 500 Convertible 2012',
|
| 912 |
+
'Ferrari FF Coupe 2012',
|
| 913 |
+
'Ferrari California Convertible 2012',
|
| 914 |
+
'Ferrari 458 Italia Convertible 2012',
|
| 915 |
+
'Ferrari 458 Italia Coupe 2012',
|
| 916 |
+
'Fisker Karma Sedan 2012',
|
| 917 |
+
'Ford F-450 Super Duty Crew Cab 2012',
|
| 918 |
+
'Ford Mustang Convertible 2007',
|
| 919 |
+
'Ford Freestar Minivan 2007',
|
| 920 |
+
'Ford Expedition EL SUV 2009',
|
| 921 |
+
'Ford Edge SUV 2012',
|
| 922 |
+
'Ford Ranger SuperCab 2011',
|
| 923 |
+
'Ford GT Coupe 2006',
|
| 924 |
+
'Ford F-150 Regular Cab 2012',
|
| 925 |
+
'Ford F-150 Regular Cab 2007',
|
| 926 |
+
'Ford Focus Sedan 2007',
|
| 927 |
+
'Ford E-Series Wagon Van 2012',
|
| 928 |
+
'Ford Fiesta Sedan 2012',
|
| 929 |
+
'GMC Terrain SUV 2012',
|
| 930 |
+
'GMC Savana Van 2012',
|
| 931 |
+
'GMC Yukon Hybrid SUV 2012',
|
| 932 |
+
'GMC Acadia SUV 2012',
|
| 933 |
+
'GMC Canyon Extended Cab 2012',
|
| 934 |
+
'Geo Metro Convertible 1993',
|
| 935 |
+
'HUMMER H3T Crew Cab 2010',
|
| 936 |
+
'HUMMER H2 SUT Crew Cab 2009',
|
| 937 |
+
'Honda Odyssey Minivan 2012',
|
| 938 |
+
'Honda Odyssey Minivan 2007',
|
| 939 |
+
'Honda Accord Coupe 2012',
|
| 940 |
+
'Honda Accord Sedan 2012',
|
| 941 |
+
'Hyundai Veloster Hatchback 2012',
|
| 942 |
+
'Hyundai Santa Fe SUV 2012',
|
| 943 |
+
'Hyundai Tucson SUV 2012',
|
| 944 |
+
'Hyundai Veracruz SUV 2012',
|
| 945 |
+
'Hyundai Sonata Hybrid Sedan 2012',
|
| 946 |
+
'Hyundai Elantra Sedan 2007',
|
| 947 |
+
'Hyundai Accent Sedan 2012',
|
| 948 |
+
'Hyundai Genesis Sedan 2012',
|
| 949 |
+
'Hyundai Sonata Sedan 2012',
|
| 950 |
+
'Hyundai Elantra Touring Hatchback 2012',
|
| 951 |
+
'Hyundai Azera Sedan 2012',
|
| 952 |
+
'Infiniti G Coupe IPL 2012',
|
| 953 |
+
'Infiniti QX56 SUV 2011',
|
| 954 |
+
'Isuzu Ascender SUV 2008',
|
| 955 |
+
'Jaguar XK XKR 2012',
|
| 956 |
+
'Jeep Patriot SUV 2012',
|
| 957 |
+
'Jeep Wrangler SUV 2012',
|
| 958 |
+
'Jeep Liberty SUV 2012',
|
| 959 |
+
'Jeep Grand Cherokee SUV 2012',
|
| 960 |
+
'Jeep Compass SUV 2012',
|
| 961 |
+
'Lamborghini Reventon Coupe 2008',
|
| 962 |
+
'Lamborghini Aventador Coupe 2012',
|
| 963 |
+
'Lamborghini Gallardo LP 570-4 Superleggera 2012',
|
| 964 |
+
'Lamborghini Diablo Coupe 2001',
|
| 965 |
+
'Land Rover Range Rover SUV 2012',
|
| 966 |
+
'Land Rover LR2 SUV 2012',
|
| 967 |
+
'Lincoln Town Car Sedan 2011',
|
| 968 |
+
'MINI Cooper Roadster Convertible 2012',
|
| 969 |
+
'Maybach Landaulet Convertible 2012',
|
| 970 |
+
'Mazda Tribute SUV 2011',
|
| 971 |
+
'McLaren MP4-12C Coupe 2012',
|
| 972 |
+
'Mercedes-Benz 300-Class Convertible 1993',
|
| 973 |
+
'Mercedes-Benz C-Class Sedan 2012',
|
| 974 |
+
'Mercedes-Benz SL-Class Coupe 2009',
|
| 975 |
+
'Mercedes-Benz E-Class Sedan 2012',
|
| 976 |
+
'Mercedes-Benz S-Class Sedan 2012',
|
| 977 |
+
'Mercedes-Benz Sprinter Van 2012',
|
| 978 |
+
'Mitsubishi Lancer Sedan 2012',
|
| 979 |
+
'Nissan Leaf Hatchback 2012',
|
| 980 |
+
'Nissan NV Passenger Van 2012',
|
| 981 |
+
'Nissan Juke Hatchback 2012',
|
| 982 |
+
'Nissan 240SX Coupe 1998',
|
| 983 |
+
'Plymouth Neon Coupe 1999',
|
| 984 |
+
'Porsche Panamera Sedan 2012',
|
| 985 |
+
'Ram C/V Cargo Van Minivan 2012',
|
| 986 |
+
'Rolls-Royce Phantom Drophead Coupe Convertible 2012',
|
| 987 |
+
'Rolls-Royce Ghost Sedan 2012',
|
| 988 |
+
'Rolls-Royce Phantom Sedan 2012',
|
| 989 |
+
'Scion xD Hatchback 2012',
|
| 990 |
+
'Spyker C8 Convertible 2009',
|
| 991 |
+
'Spyker C8 Coupe 2009',
|
| 992 |
+
'Suzuki Aerio Sedan 2007',
|
| 993 |
+
'Suzuki Kizashi Sedan 2012',
|
| 994 |
+
'Suzuki SX4 Hatchback 2012',
|
| 995 |
+
'Suzuki SX4 Sedan 2012',
|
| 996 |
+
'Tesla Model S Sedan 2012',
|
| 997 |
+
'Toyota Sequoia SUV 2012',
|
| 998 |
+
'Toyota Camry Sedan 2012',
|
| 999 |
+
'Toyota Corolla Sedan 2012',
|
| 1000 |
+
'Toyota 4Runner SUV 2012',
|
| 1001 |
+
'Volkswagen Golf Hatchback 2012',
|
| 1002 |
+
'Volkswagen Golf Hatchback 1991',
|
| 1003 |
+
'Volkswagen Beetle Hatchback 2012',
|
| 1004 |
+
'Volvo C30 Hatchback 2012',
|
| 1005 |
+
'Volvo 240 Sedan 1993',
|
| 1006 |
+
'Volvo XC90 SUV 2007',
|
| 1007 |
+
'smart fortwo Convertible 2012',
|
| 1008 |
+
]),
|
| 1009 |
+
pipeline=[
|
| 1010 |
+
dict(type='LoadImageFromFile'),
|
| 1011 |
+
dict(crop_padding=0, crop_size=224, type='EfficientNetCenterCrop'),
|
| 1012 |
+
dict(type='PackInputs'),
|
| 1013 |
+
],
|
| 1014 |
+
split='val',
|
| 1015 |
+
type='ImageNet'),
|
| 1016 |
+
num_workers=5,
|
| 1017 |
+
sampler=dict(_scope_='mmpretrain', shuffle=False, type='DefaultSampler'))
|
| 1018 |
+
val_evaluator = dict(
|
| 1019 |
+
_scope_='mmpretrain', topk=(
|
| 1020 |
+
1,
|
| 1021 |
+
5,
|
| 1022 |
+
), type='Accuracy')
|
| 1023 |
+
val_image_folder = 'test'
|
| 1024 |
+
vis_backends = [
|
| 1025 |
+
dict(_scope_='mmpretrain', type='LocalVisBackend'),
|
| 1026 |
+
]
|
| 1027 |
+
visualizer = dict(
|
| 1028 |
+
_scope_='mmpretrain',
|
| 1029 |
+
type='UniversalVisualizer',
|
| 1030 |
+
vis_backends=[
|
| 1031 |
+
dict(type='LocalVisBackend'),
|
| 1032 |
+
])
|
| 1033 |
+
warmup_epochs = 10
|
| 1034 |
+
work_dir = '/home/javrez/Models/efficientnetv2_b0'
|
epoch_30.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d98561301eb0e1ea54bede4ca972ebe395f77010844c310ace71bf4c9c2dc8ba
|
| 3 |
+
size 74366043
|