一、整体部署流程总览 📋

Mermaid彩色流程图

整体链路：HTTP推理服务代码 → Dockerfile 构建镜像 → 容器端口映射 → HTTP上传图片调用 B4/B5 模型，全程仅使用**CPU**，无任何CUDA组件，镜像体积最小化。

二、项目目录结构 📂

极简目录，所有文件统一放在同一文件夹：

efficientnet_http_cpu/
├── Dockerfile        # 最低依赖镜像构建文件
├── main.py           # FastAPI HTTP推理接口服务
└── demo.jpg          # 本地测试图片（自行准备）

三、HTTP推理服务代码 main.py 🧠

采用**FastAPI搭建轻量HTTP接口，支持动态切换EfficientNet-B4/B5**，全局缓存模型避免重复加载，纯CPU推理关闭梯度节省内存。

import torch
import torchvision.models as models
import torchvision.transforms as transforms
from PIL import Image
from io import BytesIO
from fastapi import FastAPI, UploadFile, File, Query
from fastapi.middleware.cors import CORSMiddleware

# 强制使用CPU，禁用GPU
DEVICE = torch.device("cpu")
# 全局模型缓存，减少重复加载耗时
model_store = {}

# 初始化API服务
app = FastAPI(title="EfficientNet CPU推理HTTP接口")
# 开启跨域，前端/Postman可直接调用
app.add_middleware(
    CORSMiddleware,
    allow_origins=["*"],
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],
)

# 标准化图像预处理
img_transform = transforms.Compose([
    transforms.Resize((384, 384)),
    transforms.ToTensor(),
    transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])
])

def get_efficientnet(model_name: str):
    """加载B4/B5模型，缓存复用"""
    if model_name in model_store:
        return model_store[model_name]
    if model_name == "b4":
        model = models.efficientnet_b4(weights=models.EfficientNet_B4_Weights.DEFAULT)
    elif model_name == "b5":
        model = models.efficientnet_b5(weights=models.EfficientNet_B5_Weights.DEFAULT)
    else:
        raise ValueError("仅支持传入 b4 / b5")
    model.eval()
    model.to(DEVICE)
    model_store[model_name] = model
    return model

# 核心推理POST接口
@app.post("/infer")
async def infer_api(
    model_type: str = Query(..., description="模型类型，b4 / b5"),
    image: UploadFile = File(..., description="上传待推理图片")
):
    # 读取上传图片二进制流
    img_data = await image.read()
    img = Image.open(BytesIO(img_data)).convert("RGB")
    tensor = img_transform(img).unsqueeze(0).to(DEVICE)

    model = get_efficientnet(model_type)
    # 关闭梯度计算，降低CPU内存占用
    with torch.no_grad():
        pred_out = model(tensor)
    pred_class = torch.argmax(pred_out, dim=1).item()

    return {
        "model": f"EfficientNet-{model_type.upper()}",
        "run_device": "cpu",
        "predict_class_id": pred_class
    }

if __name__ == "__main__":
    import uvicorn
    # host=0.0.0.0 允许容器外部访问端口
    uvicorn.run(app, host="0.0.0.0", port=5000)

四、最低配置 Dockerfile ⚙️

选用轻量化**python:3.9-slim**，仅安装运行必需依赖，不缓存安装包，剔除所有GPU相关组件，控制镜像体积。

FROM python:3.9-slim

WORKDIR /app

# 清华pip源加速
RUN pip config set global.index-url https://pypi.tuna.tsinghua.edu.cn/simple

# 修复：< 转义为 \< 防止shell识别为重定向
RUN pip install \
torch==1.13.1 torchvision==0.14.1 \
pillow==9.5.0 fastapi uvicorn[standard] \
numpy\<2 python-multipart \
--no-cache-dir

COPY main.py .

EXPOSE 5000

CMD ["python", "main.py"]

五、构建Docker镜像命令 🔨

进入项目根目录 efficientnet_http_cpu，执行镜像构建命令：

docker build -t efficientnet-cpu-http-min .

参数说明：

• -t：给镜像设置名称标签
• .：使用当前目录下的**Dockerfile**构建

六、启动容器运行HTTP服务 🚀

1. 临时运行（调试用，停止自动销毁容器）

docker run --rm -p 8000:8000 efficientnet-cpu-http-min

参数解释：

• --rm：容器退出后自动删除，清理无用资源
• -p 8000:8000：端口映射，宿主机8000流量转发至容器8000端口

2. 后台常驻运行（生产使用）

docker run -d --name eff_infer_server -p 8000:8000 efficientnet-cpu-http-min

参数解释：

• -d：后台守护进程运行
• --name：自定义容器名称，方便后续运维操作

七、HTTP接口调用测试 📡

方式1：curl命令行测试

调用 EfficientNet-B4

curl -X POST "http://127.0.0.1:8000/infer?model_type=b4" -F "image=@./demo.jpg"

调用 EfficientNet-B5

curl -X POST "http://127.0.0.1:8000/infer?model_type=b5" -F "image=@./demo.jpg"

方式2：自带交互式接口文档

FastAPI内置可视化调试页面，启动服务后浏览器访问：
http://127.0.0.1:8000/docs
页面可直接上传图片、切换**b4/b5**参数，一键发送请求，无需额外工具。

八、容器运维常用命令 🛠️

查看本地构建镜像

docker images | grep efficientnet

查看后台服务运行日志

docker logs eff_infer_server

停止后台推理容器

docker stop eff_infer_server

删除镜像释放磁盘空间

docker rmi efficientnet-cpu-http-min

九、部署优化要点 💡

1. 全程**CPU**推理，镜像无CUDA、cuDNN，低配服务器、家用主机均可部署；
2. 使用**python:3.9-slim**轻量基础镜像，相比完整版Python镜像体积大幅缩减；
3. 全局缓存**B4/B5**模型，多次请求无需重复加载权重，降低CPU开销；
4. 代码启用torch.no_grad()关闭梯度计算，大幅减少内存占用；
5. **FastAPI**轻量高性能HTTP框架，并发表现优于Flask，适配推理接口场景；
6. 端口映射**8000**对外提供服务，支持curl、Postman、前端等任意客户端调用；
7. 通过URL参数model_type动态切换模型，无需修改代码、重新构建镜像。

十、返回的种类

方式 1 JSON 原始文件（键是字符串数字 id，值 =[WNID, 英文类别名]）
下载地址（keras/pytorch 通用）：
https://s3.amazonaws.com/deep-learning-models/image-models/imagenet_class_index.json

方式 2：华为开源 csv（含 ID/WordNet/ 英文 / 中文）
地址：https://zihao-openmmlab.obs.cn-east-3.myhuaweicloud.com/20220716-mmclassification/dataset/meta_data/imagenet_class_index.csv
字段：ID,wordnet,class,chinese
示例行：
207,n02085620,Chihuahua,吉娃娃

ID,class,wordnet,Chinese
0,tench,n01440764,丁鲷
1,goldfish,n01443537,金鱼
2,great_white_shark,n01484850,大白鲨
3,tiger_shark,n01491361,虎鲨
4,hammerhead,n01494475,锤头鲨
5,electric_ray,n01496331,电鳐
6,stingray,n01498041,黄貂鱼
7,cock,n01514668,公鸡
8,hen,n01514859,母鸡
9,ostrich,n01518878,鸵鸟
10,brambling,n01530575,燕雀
11,goldfinch,n01531178,金翅雀
12,house_finch,n01532829,家朱雀
13,junco,n01534433,灯芯草雀
14,indigo_bunting,n01537544,"靛蓝雀,靛蓝鸟"
15,robin,n01558993,蓝鹀
16,bulbul,n01560419,夜莺
17,jay,n01580077,松鸦
18,magpie,n01582220,喜鹊
19,chickadee,n01592084,山雀
20,water_ouzel,n01601694,河鸟
21,kite,n01608432,鸢（猛禽）
22,bald_eagle,n01614925,秃头鹰
23,vulture,n01616318,秃鹫
24,great_grey_owl,n01622779,大灰猫头鹰
25,European_fire_salamander,n01629819,欧洲火蝾螈
26,common_newt,n01630670,普通蝾螈
27,eft,n01631663,水蜥
28,spotted_salamander,n01632458,斑点蝾螈
29,axolotl,n01632777,"蝾螈,泥狗"
30,bullfrog,n01641577,牛蛙
31,tree_frog,n01644373,树蛙
32,tailed_frog,n01644900,"尾蛙,铃蟾蜍,肋蟾蜍,尾蟾蜍"
33,loggerhead,n01664065,红海龟
34,leatherback_turtle,n01665541,皮革龟
35,mud_turtle,n01667114,泥龟
36,terrapin,n01667778,淡水龟
37,box_turtle,n01669191,箱龟
38,banded_gecko,n01675722,带状壁虎
39,common_iguana,n01677366,普通鬣蜥
40,American_chameleon,n01682714,美国变色龙
41,whiptail,n01685808,鞭尾蜥蜴
42,agama,n01687978,飞龙科蜥蜴
43,frilled_lizard,n01688243,褶边蜥蜴
44,alligator_lizard,n01689811,鳄鱼蜥蜴
45,Gila_monster,n01692333,毒蜥
46,green_lizard,n01693334,绿蜥蜴
47,African_chameleon,n01694178,非洲变色龙
48,Komodo_dragon,n01695060,科莫多蜥蜴
49,African_crocodile,n01697457,"非洲鳄,尼罗河鳄鱼"
50,American_alligator,n01698640,"美国鳄鱼,鳄鱼"
51,triceratops,n01704323,三角龙
52,thunder_snake,n01728572,"雷蛇,蠕虫蛇"
53,ringneck_snake,n01728920,"环蛇,环颈蛇"
54,hognose_snake,n01729322,希腊蛇
55,green_snake,n01729977,"绿蛇,草蛇"
56,king_snake,n01734418,国王蛇
57,garter_snake,n01735189,"袜带蛇,草蛇"
58,water_snake,n01737021,水蛇
59,vine_snake,n01739381,藤蛇
60,night_snake,n01740131,夜蛇
61,boa_constrictor,n01742172,大蟒蛇
62,rock_python,n01744401,"岩石蟒蛇,岩蛇,蟒蛇"
63,Indian_cobra,n01748264,印度眼镜蛇
64,green_mamba,n01749939,绿曼巴
65,sea_snake,n01751748,海蛇
66,horned_viper,n01753488,角腹蛇
67,diamondback,n01755581,菱纹响尾蛇
68,sidewinder,n01756291,角响尾蛇
69,trilobite,n01768244,三叶虫
70,harvestman,n01770081,盲蜘蛛
71,scorpion,n01770393,蝎子
72,black_and_gold_garden_spider,n01773157,黑金花园蜘蛛
73,barn_spider,n01773549,谷仓蜘蛛
74,garden_spider,n01773797,花园蜘蛛
75,black_widow,n01774384,黑寡妇蜘蛛
76,tarantula,n01774750,狼蛛
77,wolf_spider,n01775062,"狼蜘蛛,狩猎蜘蛛"
78,tick,n01776313,壁虱
79,centipede,n01784675,蜈蚣
80,black_grouse,n01795545,黑松鸡
81,ptarmigan,n01796340,"松鸡,雷鸟"
82,ruffed_grouse,n01797886,"披肩鸡,披肩榛鸡"
83,prairie_chicken,n01798484,"草原鸡,草原松鸡"
84,peacock,n01806143,孔雀
85,quail,n01806567,鹌鹑
86,partridge,n01807496,鹧鸪
87,African_grey,n01817953,非洲灰鹦鹉
88,macaw,n01818515,金刚鹦鹉
89,sulphur-crested_cockatoo,n01819313,硫冠鹦鹉
90,lorikeet,n01820546,短尾鹦鹉
91,coucal,n01824575,褐翅鸦鹃
92,bee_eater,n01828970,蜜蜂
93,hornbill,n01829413,犀鸟
94,hummingbird,n01833805,蜂鸟
95,jacamar,n01843065,鹟䴕
96,toucan,n01843383,犀鸟
97,drake,n01847000,野鸭
98,red-breasted_merganser,n01855032,红胸秋沙鸭
99,goose,n01855672,鹅
100,black_swan,n01860187,黑天鹅
101,tusker,n01871265,大象
102,echidna,n01872401,针鼹鼠
103,platypus,n01873310,鸭嘴兽
104,wallaby,n01877812,沙袋鼠
105,koala,n01882714,"考拉,考拉熊"
106,wombat,n01883070,袋熊
107,jellyfish,n01910747,水母
108,sea_anemone,n01914609,海葵
109,brain_coral,n01917289,脑珊瑚
110,flatworm,n01924916,扁形虫扁虫
111,nematode,n01930112,"线虫,蛔虫"
112,conch,n01943899,海螺
113,snail,n01944390,蜗牛
114,slug,n01945685,鼻涕虫
115,sea_slug,n01950731,海参
116,chiton,n01955084,石鳖
117,chambered_nautilus,n01968897,鹦鹉螺
118,Dungeness_crab,n01978287,珍宝蟹
119,rock_crab,n01978455,石蟹
120,fiddler_crab,n01980166,招潮蟹
121,king_crab,n01981276,"帝王蟹,阿拉斯加蟹,阿拉斯加帝王蟹"
122,American_lobster,n01983481,"美国龙虾,缅因州龙虾"
123,spiny_lobster,n01984695,大螯虾
124,crayfish,n01985128,小龙虾
125,hermit_crab,n01986214,寄居蟹
126,isopod,n01990800,等足目动物(明虾和螃蟹近亲)
127,white_stork,n02002556,白鹳
128,black_stork,n02002724,黑鹳
129,spoonbill,n02006656,鹭
130,flamingo,n02007558,火烈鸟
131,little_blue_heron,n02009229,小蓝鹭
132,American_egret,n02009912,"美国鹭,大白鹭"
133,bittern,n02011460,麻鸦
134,crane,n02012849,鹤
135,limpkin,n02013706,秧鹤
136,European_gallinule,n02017213,"欧洲水鸡,紫水鸡"
137,American_coot,n02018207,"沼泽泥母鸡,水母鸡"
138,bustard,n02018795,鸨
139,ruddy_turnstone,n02025239,红翻石鹬
140,red-backed_sandpiper,n02027492,"红背鹬,黑腹滨鹬"
141,redshank,n02028035,红脚鹬
142,dowitcher,n02033041,半蹼鹬
143,oystercatcher,n02037110,蛎鹬
144,pelican,n02051845,鹈鹕
145,king_penguin,n02056570,国王企鹅
146,albatross,n02058221,"信天翁,大海鸟"
147,grey_whale,n02066245,灰鲸
148,killer_whale,n02071294,"杀人鲸,逆戟鲸,虎鲸"
149,dugong,n02074367,海牛
150,sea_lion,n02077923,海狮
151,Chihuahua,n02085620,奇瓦瓦
152,Japanese_spaniel,n02085782,日本猎犬
153,Maltese_dog,n02085936,马尔济斯犬
154,Pekinese,n02086079,狮子狗
155,Shih-Tzu,n02086240,西施犬
156,Blenheim_spaniel,n02086646,布莱尼姆猎犬
157,papillon,n02086910,巴比狗
158,toy_terrier,n02087046,玩具犬
159,Rhodesian_ridgeback,n02087394,罗得西亚长背猎狗
160,Afghan_hound,n02088094,阿富汗猎犬
161,basset,n02088238,猎犬
162,beagle,n02088364,"比格犬,猎兔犬"
163,bloodhound,n02088466,侦探犬
164,bluetick,n02088632,蓝色快狗
165,black-and-tan_coonhound,n02089078,黑褐猎浣熊犬
166,Walker_hound,n02089867,沃克猎犬
167,English_foxhound,n02089973,英国猎狐犬
168,redbone,n02090379,美洲赤狗
169,borzoi,n02090622,俄罗斯猎狼犬
170,Irish_wolfhound,n02090721,爱尔兰猎狼犬
171,Italian_greyhound,n02091032,意大利灰狗
172,whippet,n02091134,惠比特犬
173,Ibizan_hound,n02091244,依比沙猎犬
174,Norwegian_elkhound,n02091467,挪威猎犬
175,otterhound,n02091635,"奥达猎犬,水獭猎犬"
176,Saluki,n02091831,"沙克犬,瞪羚猎犬"
177,Scottish_deerhound,n02092002,"苏格兰猎鹿犬,猎鹿犬"
178,Weimaraner,n02092339,威玛猎犬
179,Staffordshire_bullterrier,n02093256,"斯塔福德郡牛头梗,斯塔福德郡斗牛梗"
180,American_Staffordshire_terrier,n02093428,"美国斯塔福德郡梗,美国比特斗牛梗,斗牛梗"
181,Bedlington_terrier,n02093647,贝德灵顿梗
182,Border_terrier,n02093754,边境梗
183,Kerry_blue_terrier,n02093859,凯丽蓝梗
184,Irish_terrier,n02093991,爱尔兰梗
185,Norfolk_terrier,n02094114,诺福克梗
186,Norwich_terrier,n02094258,诺维奇梗
187,Yorkshire_terrier,n02094433,约克郡梗
188,wire-haired_fox_terrier,n02095314,刚毛猎狐梗
189,Lakeland_terrier,n02095570,莱克兰梗
190,Sealyham_terrier,n02095889,锡利哈姆梗
191,Airedale,n02096051,艾尔谷犬
192,cairn,n02096177,凯恩梗
193,Australian_terrier,n02096294,澳大利亚梗
194,Dandie_Dinmont,n02096437,丹迪丁蒙梗
195,Boston_bull,n02096585,波士顿梗
196,miniature_schnauzer,n02097047,迷你雪纳瑞犬
197,giant_schnauzer,n02097130,巨型雪纳瑞犬
198,standard_schnauzer,n02097209,标准雪纳瑞犬
199,Scotch_terrier,n02097298,苏格兰梗
200,Tibetan_terrier,n02097474,"西藏梗,菊花狗"
201,silky_terrier,n02097658,丝毛梗
202,soft-coated_wheaten_terrier,n02098105,软毛麦色梗
203,West_Highland_white_terrier,n02098286,西高地白梗
204,Lhasa,n02098413,拉萨阿普索犬
205,flat-coated_retriever,n02099267,平毛寻回犬
206,curly-coated_retriever,n02099429,卷毛寻回犬
207,golden_retriever,n02099601,金毛猎犬
208,Labrador_retriever,n02099712,拉布拉多猎犬
209,Chesapeake_Bay_retriever,n02099849,乞沙比克猎犬
210,German_short-haired_pointer,n02100236,德国短毛猎犬
211,vizsla,n02100583,维兹拉犬
212,English_setter,n02100735,英国谍犬
213,Irish_setter,n02100877,"爱尔兰雪达犬,红色猎犬"
214,Gordon_setter,n02101006,戈登雪达犬
215,Brittany_spaniel,n02101388,布列塔尼犬猎犬
216,clumber,n02101556,"黄毛,黄毛猎犬"
217,English_springer,n02102040,英国史宾格犬
218,Welsh_springer_spaniel,n02102177,威尔士史宾格犬
219,cocker_spaniel,n02102318,"可卡犬,英国可卡犬"
220,Sussex_spaniel,n02102480,萨塞克斯猎犬
221,Irish_water_spaniel,n02102973,爱尔兰水猎犬
222,kuvasz,n02104029,哥威斯犬
223,schipperke,n02104365,舒柏奇犬
224,groenendael,n02105056,比利时牧羊犬
225,malinois,n02105162,马里努阿犬
226,briard,n02105251,伯瑞犬
227,kelpie,n02105412,凯尔皮犬
228,komondor,n02105505,匈牙利牧羊犬
229,Old_English_sheepdog,n02105641,老英国牧羊犬
230,Shetland_sheepdog,n02105855,喜乐蒂牧羊犬
231,collie,n02106030,牧羊犬
232,Border_collie,n02106166,边境牧羊犬
233,Bouvier_des_Flandres,n02106382,法兰德斯牧牛狗
234,Rottweiler,n02106550,罗特韦尔犬
235,German_shepherd,n02106662,"德国牧羊犬,德国警犬,阿尔萨斯"
236,Doberman,n02107142,"多伯曼犬,杜宾犬"
237,miniature_pinscher,n02107312,迷你杜宾犬
238,Greater_Swiss_Mountain_dog,n02107574,大瑞士山地犬
239,Bernese_mountain_dog,n02107683,伯恩山犬
240,Appenzeller,n02107908,Appenzeller狗
241,EntleBucher,n02108000,EntleBucher狗
242,boxer,n02108089,拳师狗
243,bull_mastiff,n02108422,斗牛獒
244,Tibetan_mastiff,n02108551,藏獒
245,French_bulldog,n02108915,法国斗牛犬
246,Great_Dane,n02109047,大丹犬
247,Saint_Bernard,n02109525,圣伯纳德狗
248,Eskimo_dog,n02109961,"爱斯基摩犬,哈士奇"
249,malamute,n02110063,"雪橇犬,阿拉斯加爱斯基摩狗"
250,Siberian_husky,n02110185,哈士奇
251,dalmatian,n02110341,"达尔马提亚,教练车狗"
252,affenpinscher,n02110627,狮毛狗
253,basenji,n02110806,巴辛吉狗
254,pug,n02110958,"哈巴狗,狮子狗"
255,Leonberg,n02111129,莱昂贝格狗
256,Newfoundland,n02111277,纽芬兰岛狗
257,Great_Pyrenees,n02111500,大白熊犬
258,Samoyed,n02111889,萨摩耶犬
259,Pomeranian,n02112018,博美犬
260,chow,n02112137,"松狮,松狮"
261,keeshond,n02112350,荷兰卷尾狮毛狗
262,Brabancon_griffon,n02112706,布鲁塞尔格林芬犬
263,Pembroke,n02113023,彭布洛克威尔士科基犬
264,Cardigan,n02113186,威尔士柯基犬
265,toy_poodle,n02113624,玩具贵宾犬
266,miniature_poodle,n02113712,迷你贵宾犬
267,standard_poodle,n02113799,标准贵宾犬
268,Mexican_hairless,n02113978,墨西哥无毛犬
269,timber_wolf,n02114367,灰狼
270,white_wolf,n02114548,"白狼,北极狼"
271,red_wolf,n02114712,"红太狼,鬃狼,犬犬鲁弗斯"
272,coyote,n02114855,"狼,草原狼,刷狼,郊狼"
273,dingo,n02115641,"澳洲野狗,澳大利亚野犬"
274,dhole,n02115913,豺
275,African_hunting_dog,n02116738,"非洲猎犬,土狼犬"
276,hyena,n02117135,鬣狗
277,red_fox,n02119022,红狐狸
278,kit_fox,n02119789,沙狐
279,Arctic_fox,n02120079,"北极狐狸,白狐狸"
280,grey_fox,n02120505,灰狐狸
281,tabby,n02123045,虎斑猫
282,tiger_cat,n02123159,"山猫,虎猫"
283,Persian_cat,n02123394,波斯猫
284,Siamese_cat,n02123597,"暹罗暹罗猫,"
285,Egyptian_cat,n02124075,埃及猫
286,cougar,n02125311,"美洲狮,美洲豹"
287,lynx,n02127052,"猞猁,山猫"
288,leopard,n02128385,豹子
289,snow_leopard,n02128757,雪豹
290,jaguar,n02128925,美洲虎
291,lion,n02129165,狮子
292,tiger,n02129604,老虎
293,cheetah,n02130308,猎豹
294,brown_bear,n02132136,棕熊
295,American_black_bear,n02133161,美洲黑熊
296,ice_bear,n02134084,"冰熊,北极熊"
297,sloth_bear,n02134418,懒熊
298,mongoose,n02137549,猫鼬
299,meerkat,n02138441,"猫鼬,海猫"
300,tiger_beetle,n02165105,虎甲虫
301,ladybug,n02165456,瓢虫
302,ground_beetle,n02167151,土鳖虫
303,long-horned_beetle,n02168699,天牛
304,leaf_beetle,n02169497,龟甲虫
305,dung_beetle,n02172182,粪甲虫
306,rhinoceros_beetle,n02174001,犀牛甲虫
307,weevil,n02177972,象甲
308,fly,n02190166,苍蝇
309,bee,n02206856,蜜蜂
310,ant,n02219486,蚂蚁
311,grasshopper,n02226429,蚱蜢
312,cricket,n02229544,蟋蟀
313,walking_stick,n02231487,竹节虫
314,cockroach,n02233338,蟑螂
315,mantis,n02236044,螳螂
316,cicada,n02256656,蝉
317,leafhopper,n02259212,叶蝉
318,lacewing,n02264363,草蜻蛉
319,dragonfly,n02268443,蜻蜓
320,damselfly,n02268853,"豆娘,蜻蛉"
321,admiral,n02276258,优红蛱蝶
322,ringlet,n02277742,小环蝴蝶
323,monarch,n02279972,"君主蝴蝶,大斑蝶"
324,cabbage_butterfly,n02280649,菜粉蝶
325,sulphur_butterfly,n02281406,白蝴蝶
326,lycaenid,n02281787,灰蝶
327,starfish,n02317335,海星
328,sea_urchin,n02319095,海胆
329,sea_cucumber,n02321529,"海参,海黄瓜"
330,wood_rabbit,n02325366,野兔
331,hare,n02326432,兔
332,Angora,n02328150,安哥拉兔
333,hamster,n02342885,仓鼠
334,porcupine,n02346627,"刺猬,豪猪,"
335,fox_squirrel,n02356798,黑松鼠
336,marmot,n02361337,土拨鼠
337,beaver,n02363005,海狸
338,guinea_pig,n02364673,"豚鼠,豚鼠"
339,sorrel,n02389026,栗色马
340,zebra,n02391049,斑马
341,hog,n02395406,猪
342,wild_boar,n02396427,野猪
343,warthog,n02397096,疣猪
344,hippopotamus,n02398521,河马
345,ox,n02403003,牛
346,water_buffalo,n02408429,"水牛,亚洲水牛"
347,bison,n02410509,野牛
348,ram,n02412080,公羊
349,bighorn,n02415577,"大角羊,洛矶山大角羊"
350,ibex,n02417914,山羊
351,hartebeest,n02422106,狷羚
352,impala,n02422699,黑斑羚
353,gazelle,n02423022,瞪羚
354,Arabian_camel,n02437312,"阿拉伯单峰骆驼,骆驼"
355,llama,n02437616,骆驼
356,weasel,n02441942,黄鼠狼
357,mink,n02442845,水貂
358,polecat,n02443114,臭猫
359,black-footed_ferret,n02443484,黑足鼬
360,otter,n02444819,水獭
361,skunk,n02445715,"臭鼬,木猫"
362,badger,n02447366,獾
363,armadillo,n02454379,犰狳
364,three-toed_sloth,n02457408,树懒
365,orangutan,n02480495,"猩猩,婆罗洲猩猩"
366,gorilla,n02480855,大猩猩
367,chimpanzee,n02481823,黑猩猩
368,gibbon,n02483362,长臂猿
369,siamang,n02483708,"合趾猿长臂猿,合趾猿"
370,guenon,n02484975,长尾猴
371,patas,n02486261,赤猴
372,baboon,n02486410,狒狒
373,macaque,n02487347,"恒河猴,猕猴"
374,langur,n02488291,白头叶猴
375,colobus,n02488702,疣猴
376,proboscis_monkey,n02489166,长鼻猴
377,marmoset,n02490219,狨（美洲产小型长尾猴）
378,capuchin,n02492035,卷尾猴
379,howler_monkey,n02492660,吼猴
380,titi,n02493509,伶猴
381,spider_monkey,n02493793,蜘蛛猴
382,squirrel_monkey,n02494079,松鼠猴
383,Madagascar_cat,n02497673,"马达加斯加环尾狐猴,鼠狐猴"
384,indri,n02500267,"大狐猴,马达加斯加大狐猴"
385,Indian_elephant,n02504013,"印度大象,亚洲象"
386,African_elephant,n02504458,"非洲象,非洲象"
387,lesser_panda,n02509815,小熊猫
388,giant_panda,n02510455,大熊猫
389,barracouta,n02514041,杖鱼
390,eel,n02526121,鳗鱼
391,coho,n02536864,"银鲑,银鲑鱼"
392,rock_beauty,n02606052,三色刺蝶鱼
393,anemone_fish,n02607072,海葵鱼
394,sturgeon,n02640242,鲟鱼
395,gar,n02641379,雀鳝
396,lionfish,n02643566,狮子鱼
397,puffer,n02655020,河豚
398,abacus,n02666196,算盘
399,abaya,n02667093,长袍
400,academic_gown,n02669723,学位袍
401,accordion,n02672831,手风琴
402,acoustic_guitar,n02676566,原声吉他
403,aircraft_carrier,n02687172,航空母舰
404,airliner,n02690373,客机
405,airship,n02692877,飞艇
406,altar,n02699494,祭坛
407,ambulance,n02701002,救护车
408,amphibian,n02704792,水陆两用车
409,analog_clock,n02708093,模拟时钟
410,apiary,n02727426,蜂房
411,apron,n02730930,围裙
412,ashcan,n02747177,垃圾桶
413,assault_rifle,n02749479,"攻击步枪,枪"
414,backpack,n02769748,背包
415,bakery,n02776631,"面包店,面包铺,"
416,balance_beam,n02777292,平衡木
417,balloon,n02782093,热气球
418,ballpoint,n02783161,圆珠笔
419,Band_Aid,n02786058,创可贴
420,banjo,n02787622,班卓琴
421,bannister,n02788148,"栏杆,楼梯扶手"
422,barbell,n02790996,杠铃
423,barber_chair,n02791124,理发师的椅子
424,barbershop,n02791270,理发店
425,barn,n02793495,牲口棚
426,barometer,n02794156,晴雨表
427,barrel,n02795169,圆筒
428,barrow,n02797295,"园地小车,手推车"
429,baseball,n02799071,棒球
430,basketball,n02802426,篮球
431,bassinet,n02804414,婴儿床
432,bassoon,n02804610,"巴松管,低音管"
433,bathing_cap,n02807133,游泳帽
434,bath_towel,n02808304,沐浴毛巾
435,bathtub,n02808440,"浴缸,澡盆"
436,beach_wagon,n02814533,"沙滩车,旅行车"
437,beacon,n02814860,灯塔
438,beaker,n02815834,高脚杯
439,bearskin,n02817516,熊皮高帽
440,beer_bottle,n02823428,啤酒瓶
441,beer_glass,n02823750,啤酒杯 
442,bell_cote,n02825657,钟塔
443,bib,n02834397,（小儿用的）围嘴
444,bicycle-built-for-two,n02835271,"串联自行车,"
445,bikini,n02837789,比基尼
446,binder,n02840245,装订册
447,binoculars,n02841315,双筒望远镜
448,birdhouse,n02843684,鸟舍
449,boathouse,n02859443,船库
450,bobsled,n02860847,雪橇
451,bolo_tie,n02865351,饰扣式领带
452,bonnet,n02869837,阔边女帽
453,bookcase,n02870880,书橱
454,bookshop,n02871525,"书店,书摊"
455,bottlecap,n02877765,瓶盖
456,bow,n02879718,弓箭
457,bow_tie,n02883205,蝴蝶结领结
458,brass,n02892201,铜制牌位
459,brassiere,n02892767,奶罩
460,breakwater,n02894605,"防波堤,海堤"
461,breastplate,n02895154,铠甲
462,broom,n02906734,扫帚
463,bucket,n02909870,桶
464,buckle,n02910353,扣环
465,bulletproof_vest,n02916936,防弹背心
466,bullet_train,n02917067,"动车,子弹头列车"
467,butcher_shop,n02927161,"肉铺,肉菜市场"
468,cab,n02930766,出租车
469,caldron,n02939185,大锅
470,candle,n02948072,蜡烛
471,cannon,n02950826,大炮
472,canoe,n02951358,独木舟
473,can_opener,n02951585,"开瓶器,开罐器"
474,cardigan,n02963159,开衫
475,car_mirror,n02965783,车镜
476,carousel,n02966193,旋转木马
477,carpenter's_kit,n02966687,"木匠的工具包,工具包"
478,carton,n02971356,纸箱
479,car_wheel,n02974003,车轮
480,cash_machine,n02977058,"取款机,自动取款机"
481,cassette,n02978881,盒式录音带
482,cassette_player,n02979186,卡带播放器
483,castle,n02980441,城堡
484,catamaran,n02981792,双体船
485,CD_player,n02988304,CD播放器
486,cello,n02992211,大提琴
487,cellular_telephone,n02992529,"移动电话,手机"
488,chain,n02999410,铁链
489,chainlink_fence,n03000134,围栏
490,chain_mail,n03000247,链甲
491,chain_saw,n03000684,"电锯,油锯"
492,chest,n03014705,箱子
493,chiffonier,n03016953,"衣柜,洗脸台"
494,chime,n03017168,"编钟,钟,锣"
495,china_cabinet,n03018349,中国橱柜
496,Christmas_stocking,n03026506,圣诞袜
497,church,n03028079,"教堂,教堂建筑"
498,cinema,n03032252,"电影院,剧场"
499,cleaver,n03041632,"切肉刀,菜刀"
500,cliff_dwelling,n03042490,悬崖屋
501,cloak,n03045698,斗篷
502,clog,n03047690,"木屐,木鞋"
503,cocktail_shaker,n03062245,鸡尾酒调酒器
504,coffee_mug,n03063599,咖啡杯
505,coffeepot,n03063689,咖啡壶
506,coil,n03065424,螺旋结构（楼梯）
507,combination_lock,n03075370,组合锁
508,computer_keyboard,n03085013,"电脑键盘,键盘"
509,confectionery,n03089624,"糖果,糖果店"
510,container_ship,n03095699,集装箱船
511,convertible,n03100240,敞篷车
512,corkscrew,n03109150,"开瓶器,瓶螺杆"
513,cornet,n03110669,"短号,喇叭"
514,cowboy_boot,n03124043,牛仔靴
515,cowboy_hat,n03124170,牛仔帽
516,cradle,n03125729,摇篮
517,crane,n03126707,起重机
518,crash_helmet,n03127747,头盔
519,crate,n03127925,板条箱
520,crib,n03131574,小儿床
521,Crock_Pot,n03133878,砂锅
522,croquet_ball,n03134739,槌球
523,crutch,n03141823,拐杖
524,cuirass,n03146219,胸甲
525,dam,n03160309,"大坝,堤防"
526,desk,n03179701,书桌
527,desktop_computer,n03180011,台式电脑
528,dial_telephone,n03187595,有线电话
529,diaper,n03188531,尿布湿
530,digital_clock,n03196217,数字时钟
531,digital_watch,n03197337,数字手表
532,dining_table,n03201208,餐桌板
533,dishrag,n03207743,抹布
534,dishwasher,n03207941,"洗碗机,洗碟机"
535,disk_brake,n03208938,盘式制动器
536,dock,n03216828,"码头,船坞,码头设施"
537,dogsled,n03218198,狗拉雪橇
538,dome,n03220513,圆顶
539,doormat,n03223299,"门垫,垫子"
540,drilling_platform,n03240683,"钻井平台,海上钻井"
541,drum,n03249569,"鼓,乐器,鼓膜"
542,drumstick,n03250847,鼓槌
543,dumbbell,n03255030,哑铃
544,Dutch_oven,n03259280,荷兰烤箱
545,electric_fan,n03271574,"电风扇,鼓风机"
546,electric_guitar,n03272010,电吉他
547,electric_locomotive,n03272562,电力机车
548,entertainment_center,n03290653,"电视,电视柜"
549,envelope,n03291819,信封
550,espresso_maker,n03297495,浓缩咖啡机
551,face_powder,n03314780,扑面粉
552,feather_boa,n03325584,女用长围巾
553,file,n03337140,"文件,文件柜,档案柜"
554,fireboat,n03344393,消防船
555,fire_engine,n03345487,消防车
556,fire_screen,n03347037,火炉栏
557,flagpole,n03355925,旗杆
558,flute,n03372029,长笛
559,folding_chair,n03376595,折叠椅
560,football_helmet,n03379051,橄榄球头盔
561,forklift,n03384352,叉车
562,fountain,n03388043,喷泉
563,fountain_pen,n03388183,钢笔
564,four-poster,n03388549,有四根帷柱的床
565,freight_car,n03393912,运货车厢
566,French_horn,n03394916,"圆号,喇叭"
567,frying_pan,n03400231,煎锅
568,fur_coat,n03404251,裘皮大衣
569,garbage_truck,n03417042,垃圾车
570,gasmask,n03424325,"防毒面具,呼吸器"
571,gas_pump,n03425413,汽油泵
572,goblet,n03443371,高脚杯
573,go-kart,n03444034,卡丁车
574,golf_ball,n03445777,高尔夫球
575,golfcart,n03445924,高尔夫球车
576,gondola,n03447447,狭长小船
577,gong,n03447721,锣
578,gown,n03450230,礼服
579,grand_piano,n03452741,钢琴
580,greenhouse,n03457902,"温室,苗圃"
581,grille,n03459775,散热器格栅
582,grocery_store,n03461385,"杂货店,食品市场"
583,guillotine,n03467068,断头台
584,hair_slide,n03476684,小发夹
585,hair_spray,n03476991,头发喷雾
586,half_track,n03478589,半履带装甲车
587,hammer,n03481172,锤子
588,hamper,n03482405,大篮子
589,hand_blower,n03483316,"手摇鼓风机,吹风机"
590,hand-held_computer,n03485407,手提电脑
591,handkerchief,n03485794,手帕
592,hard_disc,n03492542,硬盘
593,harmonica,n03494278,"口琴,口风琴"
594,harp,n03495258,竖琴
595,harvester,n03496892,收割机
596,hatchet,n03498962,斧头
597,holster,n03527444,手枪皮套
598,home_theater,n03529860,家庭影院
599,honeycomb,n03530642,蜂窝
600,hook,n03532672,钩爪
601,hoopskirt,n03534580,衬裙
602,horizontal_bar,n03535780,单杠
603,horse_cart,n03538406,马车
604,hourglass,n03544143,沙漏
605,iPod,n03584254,手机，iPad
606,iron,n03584829,熨斗
607,jack-o'-lantern,n03590841,南瓜灯笼
608,jean,n03594734,"牛仔裤,蓝色牛仔裤"
609,jeep,n03594945,吉普车
610,jersey,n03595614,"运动衫,T恤"
611,jigsaw_puzzle,n03598930,拼图
612,jinrikisha,n03599486,人力车
613,joystick,n03602883,操纵杆
614,kimono,n03617480,和服
615,knee_pad,n03623198,护膝
616,knot,n03627232,蝴蝶结
617,lab_coat,n03630383,"大褂,实验室外套"
618,ladle,n03633091,长柄勺
619,lampshade,n03637318,灯罩
620,laptop,n03642806,笔记本电脑
621,lawn_mower,n03649909,割草机
622,lens_cap,n03657121,镜头盖
623,letter_opener,n03658185,"开信刀,裁纸刀"
624,library,n03661043,图书馆
625,lifeboat,n03662601,救生艇
626,lighter,n03666591,"点火器,打火机"
627,limousine,n03670208,豪华轿车
628,liner,n03673027,远洋班轮
629,lipstick,n03676483,"唇膏,口红"
630,Loafer,n03680355,平底便鞋
631,lotion,n03690938,洗剂
632,loudspeaker,n03691459,扬声器
633,loupe,n03692522,放大镜
634,lumbermill,n03697007,锯木厂
635,magnetic_compass,n03706229,磁罗盘
636,mailbag,n03709823,邮袋
637,mailbox,n03710193,信箱
638,maillot,n03710637,女游泳衣
639,maillot,n03710721,有肩带浴衣
640,manhole_cover,n03717622,窨井盖
641,maraca,n03720891,沙球（一种打击乐器）
642,marimba,n03721384,马林巴木琴
643,mask,n03724870,面膜
644,matchstick,n03729826,火柴
645,maypole,n03733131,花柱
646,maze,n03733281,迷宫
647,measuring_cup,n03733805,量杯
648,medicine_chest,n03742115,药箱
649,megalith,n03743016,"巨石,巨石结构"
650,microphone,n03759954,麦克风
651,microwave,n03761084,微波炉
652,military_uniform,n03763968,军装
653,milk_can,n03764736,奶桶
654,minibus,n03769881,迷你巴士
655,miniskirt,n03770439,迷你裙
656,minivan,n03770679,面包车
657,missile,n03773504,导弹
658,mitten,n03775071,连指手套
659,mixing_bowl,n03775546,搅拌钵
660,mobile_home,n03776460,活动房屋（由汽车拖拉的）
661,Model_T,n03777568,T型发动机小汽车
662,modem,n03777754,调制解调器
663,monastery,n03781244,修道院
664,monitor,n03782006,显示器
665,moped,n03785016,电瓶车
666,mortar,n03786901,砂浆
667,mortarboard,n03787032,学士
668,mosque,n03788195,清真寺
669,mosquito_net,n03788365,蚊帐
670,motor_scooter,n03791053,摩托车
671,mountain_bike,n03792782,山地自行车
672,mountain_tent,n03792972,登山帐
673,mouse,n03793489,"鼠标,电脑鼠标"
674,mousetrap,n03794056,捕鼠器
675,moving_van,n03796401,搬家车
676,muzzle,n03803284,口套
677,nail,n03804744,钉子
678,neck_brace,n03814639,颈托
679,necklace,n03814906,项链
680,nipple,n03825788,乳头（瓶）
681,notebook,n03832673,"笔记本,笔记本电脑"
682,obelisk,n03837869,方尖碑
683,oboe,n03838899,双簧管
684,ocarina,n03840681,"陶笛,卵形笛"
685,odometer,n03841143,里程表
686,oil_filter,n03843555,滤油器
687,organ,n03854065,"风琴,管风琴"
688,oscilloscope,n03857828,示波器
689,overskirt,n03866082,罩裙
690,oxcart,n03868242,牛车
691,oxygen_mask,n03868863,氧气面罩
692,packet,n03871628,包装
693,paddle,n03873416,船桨
694,paddlewheel,n03874293,"明轮,桨轮"
695,padlock,n03874599,"挂锁,扣锁"
696,paintbrush,n03876231,画笔
697,pajama,n03877472,睡衣
698,palace,n03877845,宫殿
699,panpipe,n03884397,"排箫,鸣管"
700,paper_towel,n03887697,纸巾
701,parachute,n03888257,降落伞
702,parallel_bars,n03888605,双杠
703,park_bench,n03891251,公园长椅
704,parking_meter,n03891332,"停车收费表,停车计时器"
705,passenger_car,n03895866,"客车,教练车"
706,patio,n03899768,"露台,阳台"
707,pay-phone,n03902125,付费电话
708,pedestal,n03903868,"基座,基脚"
709,pencil_box,n03908618,铅笔盒
710,pencil_sharpener,n03908714,卷笔刀
711,perfume,n03916031,香水（瓶）
712,Petri_dish,n03920288,培养皿
713,photocopier,n03924679,复印机
714,pick,n03929660,"拨弦片,拨子"
715,pickelhaube,n03929855,尖顶头盔
716,picket_fence,n03930313,"栅栏,栅栏"
717,pickup,n03930630,"皮卡,皮卡车"
718,pier,n03933933,桥墩
719,piggy_bank,n03935335,存钱罐
720,pill_bottle,n03937543,药瓶
721,pillow,n03938244,枕头
722,ping-pong_ball,n03942813,乒乓球
723,pinwheel,n03944341,风车
724,pirate,n03947888,海盗船
725,pitcher,n03950228,水罐
726,plane,n03954731,木工刨
727,planetarium,n03956157,天文馆
728,plastic_bag,n03958227,塑料袋
729,plate_rack,n03961711,板架
730,plow,n03967562,犁型铲雪机
731,plunger,n03970156,手压皮碗泵
732,Polaroid_camera,n03976467,宝丽来相机
733,pole,n03976657,电线杆
734,police_van,n03977966,"警车,巡逻车"
735,poncho,n03980874,雨披
736,pool_table,n03982430,台球桌
737,pop_bottle,n03983396,充气饮料瓶
738,pot,n03991062,花盆
739,potter's_wheel,n03992509,陶工旋盘
740,power_drill,n03995372,电钻
741,prayer_rug,n03998194,"祈祷垫,地毯"
742,printer,n04004767,打印机
743,prison,n04005630,监狱
744,projectile,n04008634,"炮弹,导弹"
745,projector,n04009552,投影仪
746,puck,n04019541,冰球
747,punching_bag,n04023962,"沙包,吊球"
748,purse,n04026417,钱包
749,quill,n04033901,羽管笔
750,quilt,n04033995,被子
751,racer,n04037443,赛车
752,racket,n04039381,球拍
753,radiator,n04040759,散热器
754,radio,n04041544,收音机
755,radio_telescope,n04044716,"射电望远镜,无线电反射器"
756,rain_barrel,n04049303,雨桶
757,recreational_vehicle,n04065272,"休闲车,房车"
758,reel,n04067472,"卷轴,卷筒"
759,reflex_camera,n04069434,反射式照相机
760,refrigerator,n04070727,"冰箱,冰柜"
761,remote_control,n04074963,遥控器
762,restaurant,n04081281,"餐厅,饮食店,食堂"
763,revolver,n04086273,左轮手枪
764,rifle,n04090263,步枪
765,rocking_chair,n04099969,摇椅
766,rotisserie,n04111531,电转烤肉架
767,rubber_eraser,n04116512,橡皮
768,rugby_ball,n04118538,橄榄球
769,rule,n04118776,直尺
770,running_shoe,n04120489,跑步鞋
771,safe,n04125021,保险柜
772,safety_pin,n04127249,安全别针
773,saltshaker,n04131690,盐瓶（调味用）
774,sandal,n04133789,凉鞋
775,sarong,n04136333,"纱笼,围裙"
776,sax,n04141076,萨克斯管
777,scabbard,n04141327,剑鞘
778,scale,n04141975,"秤,称重机"
779,school_bus,n04146614,校车
780,schooner,n04147183,帆船
781,scoreboard,n04149813,记分牌
782,screen,n04152593,屏幕
783,screw,n04153751,螺丝
784,screwdriver,n04154565,螺丝刀
785,seat_belt,n04162706,安全带
786,sewing_machine,n04179913,缝纫机
787,shield,n04192698,"盾牌,盾牌"
788,shoe_shop,n04200800,"皮鞋店,鞋店"
789,shoji,n04201297,障子
790,shopping_basket,n04204238,购物篮
791,shopping_cart,n04204347,购物车
792,shovel,n04208210,铁锹
793,shower_cap,n04209133,浴帽
794,shower_curtain,n04209239,浴帘
795,ski,n04228054,滑雪板
796,ski_mask,n04229816,滑雪面罩
797,sleeping_bag,n04235860,睡袋
798,slide_rule,n04238763,滑尺
799,sliding_door,n04239074,滑动门
800,slot,n04243546,角子老虎机
801,snorkel,n04251144,潜水通气管
802,snowmobile,n04252077,雪橇
803,snowplow,n04252225,"扫雪机,扫雪机"
804,soap_dispenser,n04254120,皂液器
805,soccer_ball,n04254680,足球
806,sock,n04254777,袜子
807,solar_dish,n04258138,"碟式太阳能,太阳能集热器,太阳能炉"
808,sombrero,n04259630,宽边帽
809,soup_bowl,n04263257,汤碗
810,space_bar,n04264628,空格键
811,space_heater,n04265275,空间加热器
812,space_shuttle,n04266014,航天飞机
813,spatula,n04270147,铲（搅拌或涂敷用的）
814,speedboat,n04273569,快艇
815,spider_web,n04275548,蜘蛛网
816,spindle,n04277352,"纺锤,纱锭"
817,sports_car,n04285008,跑车
818,spotlight,n04286575,聚光灯
819,stage,n04296562,舞台
820,steam_locomotive,n04310018,蒸汽机车
821,steel_arch_bridge,n04311004,钢拱桥
822,steel_drum,n04311174,钢滚筒
823,stethoscope,n04317175,听诊器
824,stole,n04325704,女用披肩
825,stone_wall,n04326547,石头墙
826,stopwatch,n04328186,秒表
827,stove,n04330267,火炉
828,strainer,n04332243,过滤器
829,streetcar,n04335435,"有轨电车,电车"
830,stretcher,n04336792,担架
831,studio_couch,n04344873,沙发床
832,stupa,n04346328,佛塔
833,submarine,n04347754,"潜艇,潜水艇"
834,suit,n04350905,"套装,衣服"
835,sundial,n04355338,日晷
836,sunglass,n04355933,太阳镜
837,sunglasses,n04356056,"太阳镜,墨镜"
838,sunscreen,n04357314,"防晒霜,防晒剂"
839,suspension_bridge,n04366367,悬索桥
840,swab,n04367480,拖把
841,sweatshirt,n04370456,运动衫
842,swimming_trunks,n04371430,游泳裤
843,swing,n04371774,秋千
844,switch,n04372370,"开关,电器开关"
845,syringe,n04376876,注射器
846,table_lamp,n04380533,台灯
847,tank,n04389033,"坦克,装甲战车,装甲战斗车辆"
848,tape_player,n04392985,磁带播放器
849,teapot,n04398044,茶壶
850,teddy,n04399382,"泰迪,泰迪熊"
851,television,n04404412,电视
852,tennis_ball,n04409515,网球
853,thatch,n04417672,"茅草,茅草屋顶"
854,theater_curtain,n04418357,"幕布,剧院的帷幕"
855,thimble,n04423845,顶针
856,thresher,n04428191,脱粒机
857,throne,n04429376,宝座
858,tile_roof,n04435653,瓦屋顶
859,toaster,n04442312,烤面包机
860,tobacco_shop,n04443257,"烟草店,烟草"
861,toilet_seat,n04447861,马桶
862,torch,n04456115,火炬
863,totem_pole,n04458633,图腾柱
864,tow_truck,n04461696,"拖车,牵引车,清障车"
865,toyshop,n04462240,玩具店
866,tractor,n04465501,拖拉机
867,trailer_truck,n04467665,"拖车,铰接式卡车"
868,tray,n04476259,托盘
869,trench_coat,n04479046,风衣
870,tricycle,n04482393,三轮车
871,trimaran,n04483307,三体船
872,tripod,n04485082,三脚架
873,triumphal_arch,n04486054,凯旋门
874,trolleybus,n04487081,无轨电车
875,trombone,n04487394,长号
876,tub,n04493381,"浴盆,浴缸"
877,turnstile,n04501370,旋转式栅门
878,typewriter_keyboard,n04505470,打字机键盘
879,umbrella,n04507155,伞
880,unicycle,n04509417,独轮车
881,upright,n04515003,直立式钢琴
882,vacuum,n04517823,真空吸尘器
883,vase,n04522168,花瓶
884,vault,n04523525,拱顶
885,velvet,n04525038,天鹅绒
886,vending_machine,n04525305,自动售货机
887,vestment,n04532106,祭服
888,viaduct,n04532670,高架桥
889,violin,n04536866,"小提琴,小提琴"
890,volleyball,n04540053,排球
891,waffle_iron,n04542943,松饼机
892,wall_clock,n04548280,挂钟
893,wallet,n04548362,"钱包,皮夹"
894,wardrobe,n04550184,"衣柜,壁橱"
895,warplane,n04552348,军用飞机
896,washbasin,n04553703,"洗脸盆,洗手盆"
897,washer,n04554684,"洗衣机,自动洗衣机"
898,water_bottle,n04557648,水瓶
899,water_jug,n04560804,水壶
900,water_tower,n04562935,水塔
901,whiskey_jug,n04579145,威士忌壶
902,whistle,n04579432,哨子
903,wig,n04584207,假发
904,window_screen,n04589890,纱窗
905,window_shade,n04590129,百叶窗
906,Windsor_tie,n04591157,温莎领带
907,wine_bottle,n04591713,葡萄酒瓶
908,wing,n04592741,"飞机翅膀,飞机"
909,wok,n04596742,炒菜锅
910,wooden_spoon,n04597913,木制的勺子
911,wool,n04599235,"毛织品,羊绒"
912,worm_fence,n04604644,"栅栏,围栏"
913,wreck,n04606251,沉船
914,yawl,n04612504,双桅船
915,yurt,n04613696,蒙古包
916,web_site,n06359193,"网站,互联网网站"
917,comic_book,n06596364,漫画
918,crossword_puzzle,n06785654,纵横字谜
919,street_sign,n06794110,路标
920,traffic_light,n06874185,交通信号灯
921,book_jacket,n07248320,"防尘罩,书皮"
922,menu,n07565083,菜单
923,plate,n07579787,盘子
924,guacamole,n07583066,鳄梨酱
925,consomme,n07584110,清汤
926,hot_pot,n07590611,罐焖土豆烧肉
927,trifle,n07613480,蛋糕
928,ice_cream,n07614500,冰淇淋
929,ice_lolly,n07615774,"雪糕,冰棍,冰棒"
930,French_loaf,n07684084,法式面包
931,bagel,n07693725,百吉饼
932,pretzel,n07695742,椒盐脆饼
933,cheeseburger,n07697313,芝士汉堡
934,hotdog,n07697537,热狗
935,mashed_potato,n07711569,土豆泥
936,head_cabbage,n07714571,结球甘蓝
937,broccoli,n07714990,西兰花
938,cauliflower,n07715103,菜花
939,zucchini,n07716358,绿皮密生西葫芦
940,spaghetti_squash,n07716906,西葫芦
941,acorn_squash,n07717410,小青南瓜
942,butternut_squash,n07717556,南瓜
943,cucumber,n07718472,黄瓜
944,artichoke,n07718747,朝鲜蓟
945,bell_pepper,n07720875,甜椒
946,cardoon,n07730033,刺棘蓟
947,mushroom,n07734744,蘑菇
948,Granny_Smith,n07742313,绿苹果
949,strawberry,n07745940,草莓
950,orange,n07747607,橘子
951,lemon,n07749582,柠檬
952,fig,n07753113,无花果
953,pineapple,n07753275,菠萝
954,banana,n07753592,香蕉
955,jackfruit,n07754684,菠萝蜜
956,custard_apple,n07760859,蛋奶冻苹果
957,pomegranate,n07768694,石榴
958,hay,n07802026,干草
959,carbonara,n07831146,烤面条加干酪沙司
960,chocolate_sauce,n07836838,"巧克力酱,巧克力糖浆"
961,dough,n07860988,面团
962,meat_loaf,n07871810,"瑞士肉包,肉饼"
963,pizza,n07873807,"披萨,披萨饼"
964,potpie,n07875152,馅饼
965,burrito,n07880968,卷饼
966,red_wine,n07892512,红葡萄酒
967,espresso,n07920052,意大利浓咖啡
968,cup,n07930864,杯子
969,eggnog,n07932039,蛋酒
970,alp,n09193705,高山
971,bubble,n09229709,泡泡
972,cliff,n09246464,悬崖
973,coral_reef,n09256479,珊瑚礁
974,geyser,n09288635,间歇泉
975,lakeside,n09332890,"湖边,湖岸"
976,promontory,n09399592,海角
977,sandbar,n09421951,"沙洲,沙坝"
978,seashore,n09428293,"海滨,海岸"
979,valley,n09468604,峡谷
980,volcano,n09472597,火山
981,ballplayer,n09835506,"棒球,棒球运动员"
982,groom,n10148035,新郎
983,scuba_diver,n10565667,潜水员
984,rapeseed,n11879895,油菜
985,daisy,n11939491,雏菊
986,yellow_lady's_slipper,n12057211,杓兰
987,corn,n12144580,玉米
988,acorn,n12267677,橡子
989,hip,n12620546,玫瑰果
990,buckeye,n12768682,七叶树果实
991,coral_fungus,n12985857,珊瑚菌
992,agaric,n12998815,木耳
993,gyromitra,n13037406,鹿花菌
994,stinkhorn,n13040303,鬼笔菌
995,earthstar,n13044778,地星（菌类）
996,hen-of-the-woods,n13052670,多叶奇果菌
997,bolete,n13054560,牛肝菌
998,ear,n13133613,玉米穗
999,toilet_tissue,n15075141,卫生纸 

ImageNet 狗类、猫类分类整理

一、狗类（ID + class + Chinese）

151,Chihuahua,n02085620,奇瓦瓦
152,Japanese_spaniel,n02085782,日本猎犬
153,Maltese_dog,n02085936,马尔济斯犬
154,Pekinese,n02086079,狮子狗
155,Shih-Tzu,n02086240,西施犬
156,Blenheim_spaniel,n02086646,布莱尼姆猎犬
157,papillon,n02086910,巴比狗
158,toy_terrier,n02087046,玩具犬
159,Rhodesian_ridgeback,n02087394,罗得西亚长背猎狗
160,Afghan_hound,n02088094,阿富汗猎犬
161,basset,n02088238,猎犬
162,beagle,n02088364,"比格犬,猎兔犬"
163,bloodhound,n02088466,侦探犬
164,bluetick,n02088632,蓝色快狗
165,black-and-tan_coonhound,n02089078,黑褐猎浣熊犬
166,Walker_hound,n02089867,沃克猎犬
167,English_foxhound,n02089973,英国猎狐犬
168,redbone,n02090379,美洲赤狗
169,borzoi,n02090622,俄罗斯猎狼犬
170,Irish_wolfhound,n02090721,爱尔兰猎狼犬
171,Italian_greyhound,n02091032,意大利灰狗
172,whippet,n02091134,惠比特犬
173,Ibizan_hound,n02091244,依比沙猎犬
174,Norwegian_elkhound,n02091467,挪威猎犬
175,otterhound,n02091635,"奥达猎犬,水獭猎犬"
176,Saluki,n02091831,"沙克犬,瞪羚猎犬"
177,Scottish_deerhound,n02092002,"苏格兰猎鹿犬,猎鹿犬"
178,Weimaraner,n02092339,威玛猎犬
179,Staffordshire_bullterrier,n02093256,"斯塔福德郡牛头梗,斯塔福德郡斗牛梗"
180,American_Staffordshire_terrier,n02093428,"美国斯塔福德郡梗,美国比特斗牛梗,斗牛梗"
181,Bedlington_terrier,n02093647,贝德灵顿梗
182,Border_terrier,n02093754,边境梗
183,Kerry_blue_terrier,n02093859,凯丽蓝梗
184,Irish_terrier,n02093991,爱尔兰梗
185,Norfolk_terrier,n02094114,诺福克梗
186,Norwich_terrier,n02094258,诺维奇梗
187,Yorkshire_terrier,n02094433,约克郡梗
188,wire-haired_fox_terrier,n02095314,刚毛猎狐梗
189,Lakeland_terrier,n02095570,莱克兰梗
190,Sealyham_terrier,n02095889,锡利哈姆梗
191,Airedale,n02096051,艾尔谷犬
192,cairn,n02096177,凯恩梗
193,Australian_terrier,n02096294,澳大利亚梗
194,Dandie_Dinmont,n02096437,丹迪丁蒙梗
195,Boston_bull,n02096585,波士顿梗
196,miniature_schnauzer,n02097047,迷你雪纳瑞犬
197,giant_schnauzer,n02097130,巨型雪纳瑞犬
198,standard_schnauzer,n02097209,标准雪纳瑞犬
199,Scotch_terrier,n02097298,苏格兰梗
200,Tibetan_terrier,n02097474,"西藏梗,菊花狗"
201,silky_terrier,n02097658,丝毛梗
202,soft-coated_wheaten_terrier,n02098105,软毛麦色梗
203,West_Highland_white_terrier,n02098286,西高地白梗
204,Lhasa,n02098413,拉萨阿普索犬
205,flat-coated_retriever,n02099267,平毛寻回犬
206,curly-coated_retriever,n02099429,卷毛寻回犬
207,golden_retriever,n02099601,金毛猎犬
208,Labrador_retriever,n02099712,拉布拉多猎犬
209,Chesapeake_Bay_retriever,n02099849,乞沙比克猎犬
210,German_short-haired_pointer,n02100236,德国短毛猎犬
211,vizsla,n02100583,维兹拉犬
212,English_setter,n02100735,英国谍犬
213,Irish_setter,n02100877,"爱尔兰雪达犬,红色猎犬"
214,Gordon_setter,n02101006,戈登雪达犬
215,Brittany_spaniel,n02101388,布列塔尼犬猎犬
216,clumber,n02101556,"黄毛,黄毛猎犬"
217,English_springer,n02102040,英国史宾格犬
218,Welsh_springer_spaniel,n02102177,威尔士史宾格犬
219,cocker_spaniel,n02102318,"可卡犬,英国可卡犬"
220,Sussex_spaniel,n02102480,萨塞克斯猎犬
221,Irish_water_spaniel,n02102973,爱尔兰水猎犬
222,kuvasz,n02104029,哥威斯犬
223,schipperke,n02104365,舒柏奇犬
224,groenendael,n02105056,比利时牧羊犬
225,malinois,n02105162,马里努阿犬
226,briard,n02105251,伯瑞犬
227,kelpie,n02105412,凯尔皮犬
228,komondor,n02105505,匈牙利牧羊犬
229,Old_English_sheepdog,n02105641,老英国牧羊犬
230,Shetland_sheepdog,n02105855,喜乐蒂牧羊犬
231,collie,n02106030,牧羊犬
232,Border_collie,n02106166,边境牧羊犬
233,Bouvier_des_Flandres,n02106382,法兰德斯牧牛狗
234,Rottweiler,n02106550,罗特韦尔犬
235,German_shepherd,n02106662,"德国牧羊犬,德国警犬,阿尔萨斯"
236,Doberman,n02107142,"多伯曼犬,杜宾犬"
237,miniature_pinscher,n02107312,迷你杜宾犬
238,Greater_Swiss_Mountain_dog,n02107574,大瑞士山地犬
239,Bernese_mountain_dog,n02107683,伯恩山犬
240,Appenzeller,n02107908,Appenzeller狗
241,EntleBucher,n02108000,EntleBucher狗
242,boxer,n02108089,拳师狗
243,bull_mastiff,n02108422,斗牛獒
244,Tibetan_mastiff,n02108551,藏獒
245,French_bulldog,n02108915,法国斗牛犬
246,Great_Dane,n02109047,大丹犬
247,Saint_Bernard,n02109525,圣伯纳德狗
248,Eskimo_dog,n02109961,"爱斯基摩犬,哈士奇"
249,malamute,n02110063,"雪橇犬,阿拉斯加爱斯基摩狗"
250,Siberian_husky,n02110185,哈士奇
251,dalmatian,n02110341,"达尔马提亚,教练车狗"
252,affenpinscher,n02110627,狮毛狗
253,basenji,n02110806,巴辛吉狗
254,pug,n02110958,"哈巴狗,狮子狗"
255,Leonberg,n02111129,莱昂贝格狗
256,Newfoundland,n02111277,纽芬兰岛狗
257,Great_Pyrenees,n02111500,大白熊犬
258,Samoyed,n02111889,萨摩耶犬
259,Pomeranian,n02112018,博美犬
260,chow,n02112137,"松狮,松狮"
261,keeshond,n02112350,荷兰卷尾狮毛狗
262,Brabancon_griffon,n02112706,布鲁塞尔格林芬犬
263,Pembroke,n02113023,彭布洛克威尔士科基犬
264,Cardigan,n02113186,威尔士柯基犬
265,toy_poodle,n02113624,玩具贵宾犬
266,miniature_poodle,n02113712,迷你贵宾犬
267,standard_poodle,n02113799,标准贵宾犬
268,Mexican_hairless,n02113978,墨西哥无毛犬

二、猫科（含家猫、大型猫科猛兽）

281,tabby,n02123045,虎斑猫
282,tiger_cat,n02123159,"山猫,虎猫"
283,Persian_cat,n02123394,波斯猫
284,Siamese_cat,n02123597,"暹罗暹罗猫,"
285,Egyptian_cat,n02124075,埃及猫
286,cougar,n02125311,"美洲狮,美洲豹"
287,lynx,n02127052,"猞猁,山猫"
288,leopard,n02128385,豹子
289,snow_leopard,n02128757,雪豹
290,jaguar,n02128925,美洲虎
291,lion,n02129165,狮子
292,tiger,n02129604,老虎
293,cheetah,n02130308,猎豹