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深度学习模型资源包+MobileNetV3-large代码与推理示例

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资源介绍:

本资源包包含 MobileNetV3 的大模型(MobileNetV3_Large)版本的完整代码与测试资源,适合希望深入研究和应用轻量级神经网络的开发者和研究人员。资源中包括预训练权重文件 (300_act3_mobilenetv3_large.pth)、详细的训练日志、标签文件、测试图像(如 car.jpeg)以及推理代码。本次测试使用了大模型对汽车图像进行分类推理,展示了 MobileNetV3 在实际应用场景中的性能表现。此外,还附带 FLOPs 计算脚本,帮助用户评估模型的计算复杂度和效率,为网络优化和实际部署提供参考。详细介绍可见博客https://wuxian.blog.csdn.net/article/details/143170942
tench goldfish great white shark tiger shark hammerhead electric ray stingray cock hen ostrich brambling goldfinch house finch junco indigo bunting robin bulbul jay magpie chickadee water ouzel kite bald eagle vulture great grey owl European fire salamander common newt eft spotted salamander axolotl bullfrog tree frog tailed frog loggerhead leatherback turtle mud turtle terrapin box turtle banded gecko common iguana American chameleon whiptail agama frilled lizard alligator lizard Gila monster green lizard African chameleon Komodo dragon African crocodile American alligator triceratops thunder snake ringneck snake hognose snake green snake king snake garter snake water snake vine snake night snake boa constrictor rock python Indian cobra green mamba sea snake horned viper diamondback sidewinder trilobite harvestman scorpion black and gold garden spider barn spider garden spider black widow tarantula wolf spider tick centipede black grouse ptarmigan ruffed grouse prairie chicken peacock quail partridge African grey macaw sulphur-crested cockatoo lorikeet coucal bee eater hornbill hummingbird jacamar toucan drake red-breasted merganser goose black swan tusker echidna platypus wallaby koala wombat jellyfish sea anemone brain coral flatworm nematode conch snail slug sea slug chiton chambered nautilus Dungeness crab rock crab fiddler crab king crab American lobster spiny lobster crayfish hermit crab isopod white stork black stork spoonbill flamingo little blue heron American egret bittern crane limpkin European gallinule American coot bustard ruddy turnstone red-backed sandpiper redshank dowitcher oystercatcher pelican king penguin albatross grey whale killer whale dugong sea lion Chihuahua Japanese spaniel Maltese dog Pekinese Shih-Tzu Blenheim spaniel papillon toy terrier Rhodesian ridgeback Afghan hound basset beagle bloodhound bluetick black-and-tan coonhound Walker hound English foxhound redbone borzoi Irish wolfhound Italian greyhound whippet Ibizan hound Norwegian elkhound otterhound Saluki Scottish deerhound Weimaraner Staffordshire bullterrier American Staffordshire terrier Bedlington terrier Border terrier Kerry blue terrier Irish terrier Norfolk terrier Norwich terrier Yorkshire terrier wire-haired fox terrier Lakeland terrier Sealyham terrier Airedale cairn Australian terrier Dandie Dinmont Boston bull miniature schnauzer giant schnauzer standard schnauzer Scotch terrier Tibetan terrier silky terrier soft-coated wheaten terrier West Highland white terrier Lhasa flat-coated retriever curly-coated retriever golden retriever Labrador retriever Chesapeake Bay retriever German short-haired pointer vizsla English setter Irish setter Gordon setter Brittany spaniel clumber English springer Welsh springer spaniel cocker spaniel Sussex spaniel Irish water spaniel kuvasz schipperke groenendael malinois briard kelpie komondor Old English sheepdog Shetland sheepdog collie Border collie Bouvier des Flandres Rottweiler German shepherd Doberman miniature pinscher Greater Swiss Mountain dog Bernese mountain dog Appenzeller EntleBucher boxer bull mastiff Tibetan mastiff French bulldog Great Dane Saint Bernard Eskimo dog malamute Siberian husky dalmatian affenpinscher basenji pug Leonberg Newfoundland Great Pyrenees Samoyed Pomeranian chow keeshond Brabancon griffon Pembroke Cardigan toy poodle miniature poodle standard poodle Mexican hairless timber wolf white wolf red wolf coyote dingo dhole African hunting dog hyena red fox kit fox Arctic fox grey fox tabby tiger cat Persian cat Siamese cat Egyptian cat cougar lynx leopard snow leopard jaguar lion tiger cheetah brown bear American black bear ice bear sloth bear mongoose meerkat tiger beetle ladybug ground beetle long-horned beetle leaf beetle dung beetle rhinoceros beetle weevil fly bee ant grasshopper cricket walking stick cockroach mantis cicada leafhopper lacewing dragonfly damselfly admiral ringlet monarch cabbage butterfly sulphur butterfly lycaenid starfish sea urchin sea cucumber wood rabbit hare Angora hamster porcupine fox squirrel marmot beaver guinea pig sorrel zebra hog wild boar warthog hippopotamus ox water buffalo bison ram bighorn ibex hartebeest impala gazelle Arabian camel llama weasel mink polecat black-footed ferret otter skunk badger armadillo three-toed sloth orangutan gorilla chimpanzee gibbon siamang guenon patas baboon macaque langur colobus proboscis monkey marmoset capuchin howler monkey titi spider monkey squirrel monkey Madagascar cat indri Indian elephant African elephant lesser panda giant panda barracouta eel coho rock beauty anemone fish sturgeon gar lionfish puffer abacus abaya academic gown accordion acoustic guitar aircraft carrier airliner airship altar ambulance amphibian analog clock apiary apron ashcan assault rifle backpack bakery balance beam balloon ballpoint Band Aid banjo bannister barbell barber chair barbershop barn barometer barrel barrow baseball basketball bassinet bassoon bathing cap bath towel bathtub beach wagon beacon beaker bearskin beer bottle beer glass bell cote bib bicycle-built-for-two bikini binder binoculars birdhouse boathouse bobsled bolo tie bonnet bookcase bookshop bottlecap bow bow tie brass brassiere breakwater breastplate broom bucket buckle bulletproof vest bullet train butcher shop cab caldron candle cannon canoe can opener cardigan car mirror carousel carpenter's kit carton car wheel cash machine cassette cassette player castle catamaran CD player cello cellular telephone chain chainlink fence chain mail chain saw chest chiffonier chime china cabinet Christmas stocking church cinema cleaver cliff dwelling cloak clog cocktail shaker coffee mug coffeepot coil combination lock computer keyboard confectionery container ship convertible corkscrew cornet cowboy boot cowboy hat cradle crane crash helmet crate crib Crock Pot croquet ball crutch cuirass dam desk desktop computer dial telephone diaper digital clock digital watch dining table dishrag dishwasher disk brake dock dogsled dome doormat drilling platform drum drumstick dumbbell Dutch oven electric fan electric guitar electric locomotive entertainment center envelope espresso maker face powder feather boa file fireboat fire engine fire screen flagpole flute folding chair football helmet forklift fountain fountain pen four-poster freight car French horn frying pan fur coat garbage truck gasmask gas pump goblet go-kart golf ball golfcart gondola gong gown grand piano greenhouse grille grocery store guillotine hair slide hair spray half track hammer hamper hand blower hand-held computer handkerchief hard disc harmonica harp harvester hatchet holster home theater honeycomb hook hoopskirt horizontal bar horse cart hourglass iPod iron jack-o'-lantern jean jeep jersey jigsaw puzzle jinrikisha joystick kimono knee pad knot lab coat ladle lampshade laptop lawn mower lens cap letter opener library lifeboat lighter limousine liner lipstick Loafer lotion loudspeaker loupe lumbermill magnetic compass mailbag mailbox maillot maillot manhole cover maraca marimba mask matchstick maypole maze measuring cup medicine chest megalith microphone microwave military uniform milk can minibus miniskirt minivan missile mitten mixing bowl mobile home Model T modem monastery monitor moped mortar mortarboard mosque mosquito net motor scooter mountain bike mountain tent mouse mousetrap moving van muzzle nail neck brace necklace nipple notebook obelisk oboe ocarina odometer oil filter organ oscilloscope overskirt oxcart oxygen mask packet paddle paddlewheel padlock paintbrush pajama palace panpipe paper towel parachute parallel bars park bench parking meter passenger car patio pay-phone pedestal pencil box pencil sharpener perfume Petri dish photocopier pick pickelhaube picket fence pickup pier piggy bank pill bottle pillow ping-pong ball pinwheel pirate pitcher plane planetarium plastic bag plate rack plow plunger Polaroid camera pole police van poncho pool table pop bottle pot potter's wheel power drill prayer rug pri

资源文件列表:

mobilenetv3.zip 大约有25个文件
  1. mobilenetv3/
  2. mobilenetv3/cat.jpeg 5.73KB
  3. mobilenetv3/car.jpeg 8.38KB
  4. mobilenetv3/bird.jpeg 4.47KB
  5. mobilenetv3/450_act3_mobilenetv3_large.log 1.02MB
  6. mobilenetv3/450_act3_mobilenetv3_large.pth 19.98MB
  7. mobilenetv3/run_large_mobilenet.py 2.95KB
  8. mobilenetv3/run_flops_test.py 465B
  9. mobilenetv3/mobilenetv3.py 7.63KB
  10. mobilenetv3/__pycache__/
  11. mobilenetv3/__pycache__/mobilenetv3.cpython-310.pyc 6.03KB
  12. mobilenetv3/.idea/
  13. mobilenetv3/.idea/.name 11B
  14. mobilenetv3/.idea/inspectionProfiles/
  15. mobilenetv3/.idea/inspectionProfiles/Project_Default.xml 1.42KB
  16. mobilenetv3/.idea/inspectionProfiles/profiles_settings.xml 174B
  17. mobilenetv3/.idea/.gitignore 176B
  18. mobilenetv3/.idea/mobilenetv3.iml 471B
  19. mobilenetv3/.idea/modules.xml 274B
  20. mobilenetv3/.idea/workspace.xml 13.45KB
  21. mobilenetv3/.idea/misc.xml 270B
  22. mobilenetv3/requirements.txt 148B
  23. mobilenetv3/300_act3_mobilenetv3_large.log 704.92KB
  24. mobilenetv3/300_act3_mobilenetv3_large.pth 19.98MB
  25. mobilenetv3/imagenet_classes.txt 10.23KB
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