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ImageNet图像分类-01-MobileNet-ONNX
最近更新时间:2024.06.07 10:16:43首次发布时间:2023.09.15 19:33:32

ImageNet图像分类-01-MobileNet-ONNX 基于 ImageNet 数据集,可以对 1000 个类别的物体进行分类。
MobileNet 是一种轻量化的卷积神经网络模型,旨在在计算资源有限的设备上实现高效的图像分类和目标识别。

  • MobileNet 通过使用深度可分离卷积来减少模型中的参数数量,从而大大减小了模型的大小和计算复杂度。深度可分离卷积由深度卷积和逐点卷积两部分组成,可以降低计算复杂度,同时减小模型的大小和内存占用。
  • MobileNet 还包括其他优化技术,如使用全局平均池化和线性激活函数等。

更多关于 MobileNet 的模型介绍,请参考 MobileNet

模型基本信息

您可以在边缘智能控制台的 官方模型 列表访问本模型。下图展示了本模型的基本信息。
图片

框架

本模型是 ONNX 格式的模型。

输入

名称

类型

形状

转换形状

格式

input.1

FP32

1,3,224,224

NONE

输入说明:

  • 本模型只支持同时输入一张图像。输入的是一个 RGB 图像,尺寸为 244 × 244 × 3(宽 × 高 × 通道数)。
  • 输入的通道顺序为 NCHW。其中,N 表示批处理大小,C 表示通道数(3),H 表示图像的高度(224),W 表示图像的宽度(224)。
  • 图像输入的缩放算法是 Bilinear。
  • 图像输入正则化的均值为 [123.675, 116.28, 103.53],缩放比例为 0.017352074。

输出

名称

类型

形状

转换形状

466

FP32

1,1000

目标类别标签

本模型可检测的目标对象的类别标签如下:

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;printer;prison;projectile;projector;puck;punching bag;purse;quill;quilt;racer;racket;radiator;radio;radio telescope;rain barrel;recreational vehicle;reel;reflex camera;refrigerator;remote control;restaurant;revolver;rifle;rocking chair;rotisserie;rubber eraser;rugby ball;rule;running shoe;safe;safety pin;saltshaker;sandal;sarong;sax;scabbard;scale;school bus;schooner;scoreboard;screen;screw;screwdriver;seat belt;sewing machine;shield;shoe shop;shoji;shopping basket;shopping cart;shovel;shower cap;shower curtain;ski;ski mask;sleeping bag;slide rule;sliding door;slot;snorkel;snowmobile;snowplow;soap dispenser;soccer ball;sock;solar dish;sombrero;soup bowl;space bar;space heater;space shuttle;spatula;speedboat;spider web;spindle;sports car;spotlight;stage;steam locomotive;steel arch bridge;steel drum;stethoscope;stole;stone wall;stopwatch;stove;strainer;streetcar;stretcher;studio couch;stupa;submarine;suit;sundial;sunglass;sunglasses;sunscreen;suspension bridge;swab;sweatshirt;swimming trunks;swing;switch;syringe;table lamp;tank;tape player;teapot;teddy;television;tennis ball;thatch;theater curtain;thimble;thresher;throne;tile roof;toaster;tobacco shop;toilet seat;torch;totem pole;tow truck;toyshop;tractor;trailer truck;tray;trench coat;tricycle;trimaran;tripod;triumphal arch;trolleybus;trombone;tub;turnstile;typewriter keyboard;umbrella;unicycle;upright;vacuum;vase;vault;velvet;vending machine;vestment;viaduct;violin;volleyball;waffle iron;wall clock;wallet;wardrobe;warplane;washbasin;washer;water bottle;water jug;water tower;whiskey jug;whistle;wig;window screen;window shade;Windsor tie;wine bottle;wing;wok;wooden spoon;wool;worm fence;wreck;yawl;yurt;web site;comic book;crossword puzzle;street sign;traffic light;book jacket;menu;plate;guacamole;consomme;hot pot;trifle;ice cream;ice lolly;French loaf;bagel;pretzel;cheeseburger;hotdog;mashed potato;head cabbage;broccoli;cauliflower;zucchini;spaghetti squash;acorn squash;butternut squash;cucumber;artichoke;bell pepper;cardoon;mushroom;Granny Smith;strawberry;orange;lemon;fig;pineapple;banana;jackfruit;custard apple;pomegranate;hay;carbonara;chocolate sauce;dough;meat loaf;pizza;potpie;burrito;red wine;espresso;cup;eggnog;alp;bubble;cliff;coral reef;geyser;lakeside;promontory;sandbar;seashore;valley;volcano;ballplayer;groom;scuba diver;rapeseed;daisy;yellow lady's slipper;corn;acorn;hip;buckeye;coral fungus;agaric;gyromitra;stinkhorn;earthstar;hen-of-the-woods;bolete;ear;toilet tissue;

模型版本

本模型提供一个可部署版本。
图片

版本名称

最大批处理大小

硬件架构

说明

mobilenet_v2_torch_version

0

该版本无需搭配前后处理版本进行使用。

注意

使用本模型时,输入的最大批处理大小必须为 0。

模型部署

参考 部署模型服务进行模型服务的部署。在 部署模型服务 参数配置页面,修改以下配置:

说明

下表中未包含的配置项无需修改,统一使用默认值。

类型

配置项

说明

基本信息

节点

选择一个节点(一体机)。

服务名称

设置一个服务名称。该名称不能与节点上其他服务的名称重复。

模型信息

模型

选择 ImageNet图像分类-01-MobileNet-ONNX

模型版本

选择 mobilenet_v2_torch_version

服务配置

HTTP端口

指定节点上的一个空闲端口。

GRPC端口

指定节点上的一个空闲端口。