移动互联网时代的开启使得图片的获取与分享越来越容易,图片已经成为人们交互的重要媒介。如何根据图像的视觉内容为图像赋予一个语义类别(例如,教室、街道等)是图像场景分类的目标,也是图像检索、图像内容分析和目标识别等问题的基础。我们从400万张互联网图片中精选出8万张图片,分属于80个日常场景类别,例如航站楼、足球场等。每个场景类别包含600-1100张图片。详细的场景类别id和中英文名称见表格1。
训练集:56,000 张
验证集:8,000 张
测试集 A:8,000 张
测试集 B:8,000 张
训练标注数据包含照片id和所属场景类别标签号。训练数据文件与验证数据文件的结构如下所示:
[
{
"image_id":"5d11cf5482c2cccea8e955ead0bec7f577a98441.jpg",
"label_id": 0
},
{
"image_id":"7b6a2330a23849fb2bace54084ae9cc73b3049d3.jpg",
"label_id": 11
},
...
]
我们提供场景类别标号与场景中英文名称对照,文件结构如下:
label id | Chinese label | English label |
---|---|---|
0 | 航站楼 | airport_terminal |
1 | 停机坪 | landing_field |
2 | 机舱 | airplane_cabin |
0/航站楼:airport_terminal | 1/停机坪:landing_field |
2/机舱:airplane_cabin | 3/游乐场:amusement_park |
4/冰场:skating_rink | 5/舞台:arena/performance |
6/艺术室:art_room | 7/流水线:assembly_line |
8/棒球场:baseball_field | 9/橄榄球场:football_field |
10/足球场:soccer_field | 11/排球场:volleyball_court |
0/航站楼:airport_terminal | 1/停机坪:landing_field |
2/机舱:airplane_cabin | 3/游乐场:amusement_park |
4/冰场:skating_rink | 5/舞台:arena/performance |
6/艺术室:art_room | 7/流水线:assembly_line |
8/棒球场:baseball_field | 9/橄榄球场:football_field |
10/足球场:soccer_field | 11/排球场:volleyball_court |
12/高尔夫球场:golf_course | 13/田径场:athletic_field |
14/滑雪场:ski_slope | 15/篮球馆(场):basketball_court |
16/健身房:gymnasium | 17/保龄球馆:bowling_alley |
18/游泳池:swimming_pool | 19/拳击场:boxing_ring |
20/跑马场:racecourse | 21/田地/农场:farm/farm_field |
22/果园菜园:orchard/vegetable | 23/牧场:pasture |
24/乡村:countryside | 25/温室:greenhouse |
26/电视台:television_studio | 27/亚洲寺庙:templeeast_asia |
28/亭子:pavilion | 29/塔:tower |
30/宫殿:palace | 31/西式教堂:church |
32/街道:street | 33/餐厅食堂:dining_room |
34/咖啡厅:coffee_shop | 35/厨房:kitchen |
36/广场:plaza | 37/实验室:laboratory |
38/酒吧:bar | 39/会议室:conference_room |
40/办公室:office | 41/医院:hospital |
42/售票处: ticket_booth | 43/露营地:campsite |
44/音乐工作室:music_studio | 45/电梯/楼梯:elevator/staircase |
46/公园/花园:garden | 47/建筑工地:construction_site |
48/综合超市:general_store | 49/商店:specialized_shops |
50/集市:bazaar | 51图书馆/书店:library/bookstore |
52/教室:classroom | 53/海洋/沙滩:ocean/beach |
54/消防:firefighting | 55/加油站:gas_station |
56/垃圾场:landfill | 57/阳台:balcony |
58/游戏室:recreation_room | 59/舞厅:discotheque |
60/博物馆:museum | 61/沙漠:desert/sand |
62/漂流:raft | 63/树林:forest |
64/桥:bridge | 65/住宅:residential_neighborhood |
66/汽车展厅:auto_showroom | 67/河流湖泊:lake/river |
68/水族馆: aquarium | 69/沟渠: aqueduct |
70/宴会厅: banquet_hall | 71/卧室: bedchamber |
72/山: mountain | 73/站台: station/platform |
74/草地: lawn | 75/育儿室: nursery |
76/美容/美发店: beauty_salon | 77修理店: repair_shop |
78/斗牛场: rodeo | 79/雪屋/冰雕: igloo,ice_engraving |
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