Network Dissection:Quantifying Interpretability of Deep Visual Representations（深层视觉表征的量化解释）

NetworkDissection（深层视觉表征的量化解释）Network Dissection（深层视觉表征的量化解释）NetworkDissection（深层视觉表征的量化解释）

conv_layer = nn.Conv2d(512, 512, 3)
512:输入特征图通道
512:输出特征图通道 即卷积核个数
3:卷积核大小3*3一个卷积核大小由输入通道数和卷积核大小决定，这里即 （512，3，3）
卷积核个数由输出通道数决定，这里即是512

这篇论文的方法是怎么做的这篇论文的方法是怎么做的这篇论文的方法是怎么做的

通过评估单个隐藏单元与一系列语义概念间的对应关系，来量化 CNN 隐藏表征的可解释性。

利用大量的视觉概念数据集来评估每个中间卷积层隐藏单元的语义

论文：https://arxiv.org/abs/1704.05796

数据集资源：http://netdissect.csail.mit.edu/

代码实现：https://github.com/CSAILVision/NetDissect-Lite

Our measurement of interpretability for deep visual representations proceeds in three steps:

Identify a broad set of human-labeled visual concepts.
Gather hidden variables’ response to known concepts.
Quantify alignment of hidden variablee concept pairs

通俗一点说吧，神经元就做两件事，把前一层的结果收集起来，然后再通过一个激活函数。在cnn里，卷积层也是这么做的，里面的每个卷积核，也是把一个小区间里的值有权重的加起来，再通过一个激活函数，要是这么对比的话，之前的一个神经元就是现在的一个二维的卷积核，之前全连接一层多个神经元就相当于现在一个卷积层有多个卷积核，一样一样的。
—陈吕劼

可解释的隐藏神经元是否与特征空间构成特定的映射？
一个语义概念可能被多个神经元检测到，一个神经元也可能检测多个语义。

神经网络训练中什么因素会影响可解释的程度？
1.可解释的度量：CNN（某层）中独特检测器（Unique detector）的数量（神经元最对应语义的 IoU > 0.04时为独特检测器）；
2.网络深度：CNN 中越往后层比前面的层可解释性更高，同时可解释的语义等级也更高（浅层可检测颜色、纹理，深层可检测物体、场景）；跨网络结构比较时，网络结构越深，最后层可解释性越高；
3.图片角度：保持分类能力不变下旋转图片，旋转角度越大，CNN 可解释性越低（也说明了分类辨别力与可解释性相互独立）；
4.训练用的数据集：数据集内容越丰富，训练出的 CNN 可解释性越高；
5.训练参数：迭代次数大程度上与可解释性成正比。

1.可解释性是与坐标轴对齐（axis-aligned）的，对表示（representation）进行翻转(rotate)，网络的可解释能力会下降，但是分类性能不变。

2.越深的结构可解释性越好，ResNet>VGGNet>GoogleNet>AlexNet

3.对于训练数据集的可解释性，Places > ImageNet，因为一个场景(scene)会包含多个目标，因此有益于多个目标检测器（object detectors）出现来识别场景。

4.对训练条件的可解释性，训练轮数越多越好。与初始化无关，dropout会增强可解释性。Batch normalization会降低可解释性，百化（whiten）操作会平滑缩放问题并且rotate中间特征的轴。

不同的训练方法对隐单元学习的表示的可解释性有显著的影响。

论文大致做法是我们准备了一个带有不同语义概念的图片数据库，里面每张图都有像素层次的标定，如颜色，纹理，场景，物体部分，物体等，然后我们把每个神经元（卷积核）在图像上的激活响应，
对这些概念进行语义分割(Semantic segmentation)，然后看每个神经元对哪个语义概念分割得最好，那么这个神经元就是在检测这个语义概念。

数据集：

image

pascal

opensurfaces

dtd

ade20k

c_color.csv

code,number,name,frequency,coverage
1,1,black-c,62358,11135.3204744
2,2,grey-c,62310,12712.8431287
3,3,white-c,62054,5778.03820407
4,4,brown-c,61583,14549.6524542
5,5,green-c,61508,5049.98973538
6,6,pink-c,60755,1478.51858238
7,7,purple-c,59516,865.041518839
8,8,blue-c,57825,4899.17412108
9,9,yellow-c,57560,2730.58728273
10,10,red-c,55938,1678.05972937
11,11,orange-c,50369,2427.7747689

c_material.csv

code,number,name,frequency,coverage
1,17,wood,9905,750.404734027
2,20,painted,9124,1087.51175175
3,24,fabric,7056,608.863733238
4,30,glass,5500,180.589199204
5,34,metal,4843,270.464824368
6,49,tile,3409,319.642030294
7,41,carpet,2599,228.313949296
8,69,plastic-opaque,1919,46.6925118823
9,80,granite,1638,106.189538769
10,84,ceramic,1500,54.8908241511
11,71,paper,1171,21.1122505092
12,94,food,849,62.150512434
13,129,leather,742,37.5985600565
14,187,plastic-clear,452,13.0258553988
15,193,laminate,442,18.5449884701
16,48,mirror,387,18.9938154862
17,202,brick,383,33.5775391469
18,215,wallpaper,357,38.7055238095
19,51,hair,342,13.720309761
20,230,skin,337,14.3590084083
21,238,cardboard,312,9.19022775361
22,245,wicker,300,7.22544448605
23,244,concrete,294,30.2910069226
24,85,rock,241,25.8471842866
25,395,fur,118,8.07778055689
26,405,rubber,111,2.26850137026
27,437,foliage,90,2.44220694628
28,572,linoleum,42,5.16353933813
29,13,sky,17,2.28939729641
30,75,water,17,0.522639160568
31,485,blackboard,8,0.477992939245
32,891,fire,6,0.102493055358

c_object.csv

code,number,name,frequency,coverage
1,12,wall,15553,3945.14338084
2,13,sky,12271,2944.38023646
3,14,floor,12133,1653.08197034
4,16,tree,10551,1706.83981414
5,18,building,9722,2845.74889456
6,19,person,9520,1169.76052271
7,25,ceiling,7812,974.240625158
8,27,table,6246,386.748259978
9,15,windowpane,5904,494.282916549
10,31,road,5500,1042.16066597
11,33,grass,5390,1039.16734516
12,36,chair,4935,373.546987401
13,38,car,4743,431.686181156
14,35,plant,4546,261.858410814
15,40,painting,4285,178.186761919
16,23,door,3778,246.059302363
17,43,sidewalk,3754,324.949218382
18,46,light,3687,28.1446799863
19,45,cabinet,3677,429.004371499
20,47,signboard,3540,53.1156567638
21,50,lamp,3386,48.0362739896
22,52,ground,2987,626.721631273
23,54,curtain,2747,251.047719585
24,55,pole,2651,35.1083322803
25,56,mountain,2579,440.339062615
26,57,fence,2544,178.994958307
27,60,streetlight,2227,12.8302321777
28,61,bed,2133,471.717648214
29,63,sofa,2128,328.416826908
30,65,box,2034,72.649072265
31,68,earth,1997,340.336238003
32,70,bottle,1900,75.6948761483
33,75,water,1676,452.88334361
34,77,cushion,1675,51.7267914069
35,78,book,1641,49.5266154829
36,79,flower,1636,47.6373853198
37,72,shelf,1538,152.023114285
38,41,carpet,1467,127.497966353
39,48,mirror,1433,102.392172583
40,88,vase,1403,6.87925317872
41,90,flowerpot,1332,8.89697495871
42,91,sink,1327,39.6325741962
43,93,dog,1309,305.735526612
44,95,armchair,1270,84.6931320671
45,85,rock,1250,129.928775543
46,97,wall socket,1236,1.51634635897
47,100,sconce,1128,6.73342210947
48,101,pillow,1094,35.3454906705
49,105,cat,1023,335.397930109
50,104,stairs,983,33.8634443083
51,89,pot,962,13.9984372131
52,107,plate,957,22.2465217645
53,76,railing,934,55.5130655522
54,24,fabric,932,80.1109821162
55,111,clock,929,4.8295160566
56,112,bag,921,19.3989921275
57,113,pillar,887,48.9125499805
58,115,bicycle,886,92.8434028545
59,118,coffee table,867,25.9164531565
60,119,ashcan,862,8.44666447701
61,121,bench,843,39.2149215702
62,122,spotlight,822,4.3830945418
63,123,boat,797,100.196552786
64,124,basket,786,15.5541148093
65,125,work surface,764,39.6152847446
66,127,desk,759,74.2246886789
67,109,bowl,745,6.78557502645
68,128,bird,743,83.1151241845
69,131,house,736,148.045081392
70,132,plaything,734,31.0044975686
71,135,sea,707,183.592779
72,71,paper,691,16.819365824
73,138,television,671,14.0704009252
74,141,chandelier,642,14.6448029842
75,145,pottedplant,625,74.3215213447
76,146,path,625,41.1080963864
77,148,cup,619,11.318867035
78,147,stairway,616,39.5907481863
79,144,switch,616,0.635728242776
80,149,van,612,12.1610102556
81,116,stove,609,25.5718153647
82,153,truck,605,25.4733207629
83,154,airplane,597,103.947443921
84,155,awning,597,17.4775173595
85,152,chest of drawers,595,38.290541947
86,156,traffic light,593,5.38058416001
87,86,seat,590,107.815242461
88,160,poster,583,25.2705676604
89,161,flag,577,6.99271171956
90,163,drinking glass,561,4.70603464975
91,164,telephone,557,3.34863661545
92,165,towel,544,16.4053811638
93,167,rope,540,7.78217533532
94,168,tvmonitor,536,82.1328088079
95,169,bush,535,62.8342197573
96,170,bucket,531,10.0760203837
97,172,field,524,151.870080349
98,173,stool,523,11.2977114622
99,174,tray,518,8.35916746813
100,157,bannister,509,15.623279591
101,176,fireplace,508,31.627066306
102,178,trade name,501,9.06985399942
103,17,wood,487,40.0981936641
104,182,fan,481,6.02954793241
105,183,horse,480,99.115057762
106,184,motorbike,471,116.032021583
107,185,train,465,132.375781432
108,175,pedestal,448,56.0972357083
109,188,shelves,448,34.2490954201
110,189,bathtub,446,47.3571448365
111,190,toilet,446,25.1848663194
112,191,refrigerator,445,34.0908706229
113,195,counter,434,48.4958401205
114,197,wardrobe,426,67.750146469
115,94,food,425,27.1374310125
116,198,candlestick,422,1.94535826434
117,199,computer,412,30.1952562478
118,136,double door,409,33.0425774668
119,200,palm,405,25.5898176798
120,203,bus,399,131.1436552
121,204,board,399,23.5426219072
122,205,blind,395,21.4850068712
123,207,microwave,387,9.01556439905
124,208,sand,386,74.17943156
125,209,track,381,39.4445015333
126,210,fluorescent,380,4.7553426007
127,212,sculpture,378,13.5215631001
128,214,countertop,361,21.3656162424
129,216,swivel chair,357,25.0056913893
130,224,snow,351,79.7823310931
131,225,river,346,60.4087248059
132,226,air conditioner,346,2.41285046394
133,228,ottoman,338,11.8255234459
134,229,jar,338,4.12929410723
135,211,step,333,17.2276235119
136,232,pack,328,10.1113970537
137,236,bridge,321,34.9661334839
138,239,minibike,312,6.90573951854
139,218,loudspeaker,311,6.68363945326
140,240,figurine,311,2.09523052438
141,241,skyscraper,310,102.142014403
142,242,can,309,3.9080378874
143,243,sheep,303,65.3633389984
144,247,bookcase,297,42.2047017404
145,248,bedclothes,296,79.9540909043
146,249,exhaust hood,295,6.38757227169
147,250,hill,293,35.0024666156
148,251,cow,290,62.7766204695
149,252,napkin,289,4.53359189618
150,254,doorframe,285,9.27017150371
151,255,manhole,281,4.00199774402
152,257,umbrella,278,5.87383914942
153,258,case,274,49.2323884663
154,259,autobus,273,15.6473832954
155,260,dishwasher,268,7.80891474
156,262,container,263,5.833406697
157,267,text,252,5.64552305033
158,268,knife,252,1.00348978105
159,270,crt screen,246,6.94092608279
160,221,pipe,242,6.01494158748
161,272,magazine,242,3.1842446531
162,271,curb,241,3.92482146402
163,179,oven,239,9.26523361198
164,273,monitoring device,239,7.73066384767
165,277,radiator,233,5.84399967419
166,278,platform,232,32.6569637177
167,279,blanket,231,6.65241158115
168,280,central reservation,230,8.9491534938
169,282,bulletin board,229,7.04861830633
170,283,laptop,225,10.4947326103
171,275,gate,224,4.61209728233
172,284,shoe,222,5.42219326386
173,285,pool table,217,35.2897227126
174,34,metal,216,9.24735189903
175,286,fruit,214,4.27478716187
176,180,keyboard,212,7.39680525836
177,287,coffee maker,211,1.6419381312
178,96,faucet,209,0.634309802246
179,288,candle,203,1.14202395841
180,291,handbag,199,2.15300621246
181,292,wineglass,197,5.82222577848
182,293,mug,197,1.33214726678
183,294,apparel,195,17.5676163593
184,296,land,194,20.8587199716
185,297,pitcher,194,1.05611467603
186,298,remote control,194,0.821607079259
187,299,bar,190,27.2753077335
188,300,ball,186,9.93760413076
189,281,grill,186,5.52505262503
190,303,grandstand,172,41.7401988912
191,304,backpack,171,2.26501028491
192,305,pane of glass,170,9.37422834235
193,309,hedge,166,14.2867558986
194,274,beam,166,9.14551140259
195,311,fork,166,0.762758630359
196,313,notebook,164,1.89458981431
197,314,toilet tissue,164,0.704066601808
198,317,screen door,157,25.3761569432
199,318,brush,156,12.6412699308
200,319,heater,156,2.80433500244
201,320,booklet,156,1.27922600245
202,321,kitchen island,153,18.8037098562
203,312,tower,150,16.1411117715
204,327,plane,147,12.2657746706
205,307,ladder,146,3.43381492369
206,336,soap dispenser,142,0.511169061873
207,332,shower,140,6.81715712018
208,322,post,139,1.32540609001
209,340,spoon,138,0.584265422179
210,344,buffet,136,12.0386592233
211,345,kettle,136,0.999714410309
212,349,traveling bag,134,3.87772828678
213,350,stage,133,22.6255911165
214,351,hat,133,3.63341318219
215,352,printer,133,2.97324519133
216,358,teapot,129,0.65671992006
217,361,chest,128,4.90975790075
218,365,embankment,127,20.7875798832
219,379,document,124,1.94729463828
220,381,rack,123,4.38517002519
221,246,mouse,122,0.536201223527
222,388,silver screen,121,9.75564372717
223,392,animal,120,8.83335024246
224,393,pier,120,8.07840142015
225,394,crane,120,2.15004093088
226,400,postbox,116,0.937219268466
227,315,vent,114,0.489737611657
228,403,wire,113,1.32935555035
229,404,console table,111,2.93535239117
230,408,camera,109,1.19758030577
231,399,statue,107,1.67332988423
232,411,jacket,106,4.4376220966
233,412,dishrag,106,0.867526341982
234,409,microphone,106,0.656161127494
235,415,fountain,105,11.7833650712
236,417,paper towel,104,0.517981381758
237,418,washer,103,17.0854383714
238,419,partition,102,13.0949980423
239,421,banner,101,1.39167405401
240,422,runway,100,27.322507286
241,425,tent,98,17.846607024
242,427,towel rack,98,0.603205493854
243,433,guitar,93,3.94859759417
244,434,system,93,0.9332848996
245,435,place mat,92,1.37642417443
246,438,bouquet,90,1.42209258649
247,432,waterfall,89,19.8803354358
248,441,booth,88,18.1921284665
249,442,dirt track,88,13.7929026222
250,443,vending machine,88,3.17336000308
251,74,drawer,87,2.16931920363
252,192,saddle,87,1.69257444565
253,445,deck chair,86,4.04947519575
254,446,canister,85,0.643179658684
255,449,helmet,84,1.6278102066
256,447,hovel,83,20.1096518993
257,263,shutter,82,3.56303548832
258,450,telephone booth,82,2.32150376092
259,452,shirt,81,5.24153096984
260,454,cradle,80,12.7022243731
261,455,candelabrum,80,0.860728542709
262,451,net,78,5.49362070999
263,458,easel,78,3.79087835613
264,448,skylight,78,2.7969171704
265,462,newspaper,76,2.67544581744
266,463,cross,76,0.550120193764
267,234,canopy,75,13.9440788007
268,464,smoke,75,7.72980512708
269,465,footbridge,75,7.60911233321
270,461,cart,75,3.59063108701
271,468,arcade machine,74,18.8283896001
272,469,machine,74,9.36026727493
273,470,baby buggy,73,2.2505334583
274,471,tank,72,9.85069271449
275,472,shower stall,71,1.37412662118
276,473,swimming pool,70,16.2233467754
277,474,sales booth,70,13.8594135751
278,475,scaffolding,70,5.47174624486
279,479,fridge,69,6.95351086464
280,480,patty,69,5.23464906839
281,481,altar,69,3.51663288718
282,44,wheel,69,3.20098079195
283,483,streetcar,68,2.46542466099
284,486,tapestry,67,3.98720883059
285,487,trouser,67,3.27566886478
286,488,billboard,67,1.30935348029
287,490,decoration,66,2.05075993647
288,150,cap,64,1.439401966
289,494,hot tub,63,10.4969936272
290,496,file cabinet,62,8.61815128976
291,498,piano,62,3.71269522002
292,500,conveyer belt,61,11.1551607841
293,501,arcade,61,9.86164427222
294,502,equipment,61,5.25079793716
295,497,drawing,61,3.80232706699
296,406,trunk,61,1.71656643629
297,503,saucepan,61,0.64058028346
298,485,blackboard,59,4.19027379105
299,506,court,58,19.8192649722
300,512,lake,57,14.5985671419
301,513,barrel,57,9.87849110183
302,514,ship,56,10.3650124516
303,516,cage,55,12.2100868049
304,517,railroad train,55,8.71843952864
305,519,lighthouse,55,3.68579991218
306,521,bus stop,55,3.32971285476
307,522,exhibitor,55,3.08550793249
308,523,jersey,55,2.84233452613
309,524,plinth,55,1.55954434916
310,525,forecourt,54,7.56792836911
311,526,eiderdown,53,7.10564161007
312,527,mat,53,5.43157055305
313,528,cash register,53,1.28257173551
314,530,calendar,52,1.02337786834
315,531,briefcase,52,0.510788092174
316,537,mouse pad,50,1.79099579482
317,538,cd,50,1.51557845154
318,540,bread,50,1.21554294223
319,542,cliff,49,14.5456746244
320,518,arch,49,6.67606873386
321,544,escalator,48,12.1753581074
322,206,chimney,48,3.77980722741
323,550,table football,47,4.22922971816
324,551,grand piano,47,2.36935839099
325,539,rocking chair,47,1.33967517102
326,546,baseboard,47,0.674618660183
327,549,elevator,46,7.4353274713
328,557,scale,46,0.558249804699
329,560,vault,45,9.92021754203
330,561,radio,45,0.543426737079
331,566,fish,43,2.29835193187
332,569,boot,43,0.944841282885
333,573,dummy,42,1.43008066424
334,575,mezzanine,41,4.74137160362
335,576,fire place,41,3.90800424886
336,577,map,41,2.3839761537
337,578,menu,41,1.23166393622
338,581,rubbish,40,7.31504067373
339,582,gym shoe,40,1.00017101803
340,586,slot machine,39,10.1505826945
341,588,basketball hoop,39,1.07397670214
342,591,tire,38,1.15829140636
343,520,bell,37,3.63486630558
344,593,video player,37,1.09960346975
345,595,merchandise,36,6.60864135352
346,166,frame,36,1.4148129648
347,596,television stand,36,1.26641630568
348,599,ice,35,11.0366083298
349,600,playground,35,5.47240148805
350,601,guardrail,35,2.13165403199
351,604,table tennis,34,2.53156269261
352,120,roof,34,2.39702316083
353,606,bidet,34,1.40249707986
354,607,sweater,34,0.620704246446
355,612,aircraft carrier,33,11.6504302178
356,613,valley,33,5.72546621037
357,603,deck,33,5.49259214814
358,614,railway,33,4.6476989045
359,615,balloon,33,0.651330872118
360,620,pitch,32,12.9867335753
361,621,display board,32,2.41119405448
362,605,mattress,32,2.23797128539
363,623,pallet,32,0.995392342059
364,626,patio,31,5.34423669248
365,627,ad,31,1.40567169493
366,628,price tag,31,0.653122278306
367,631,controls,30,12.297976871
368,632,island,30,2.27351223304
369,323,stretcher,29,3.21946377446
370,640,curtains,29,2.55322525477
371,643,duck,29,1.43522827803
372,648,pulpit,28,3.74658782417
373,401,dome,27,4.01997909122
374,654,slope,27,3.47379457157
375,656,podium,27,1.59482744588
376,649,ramp,27,1.5246844789
377,644,gas pump,27,1.06135394553
378,659,monument,27,0.757120165228
379,660,trailer,27,0.745415029955
380,663,windmill,26,4.08307108993
381,653,leaves,26,3.84781050249
382,655,helicopter,26,2.93983172417
383,664,pool,26,2.8489956795
384,665,water tower,26,2.58905154965
385,666,folding screen,26,2.57879305726
386,667,workbench,26,2.40403564254
387,668,brushes,26,1.59385200967
388,658,finger,26,0.950856406494
389,670,scoreboard,26,0.781014231886
390,678,ice rink,25,10.3250392269
391,679,carport,25,5.42691006118
392,680,gravestone,25,3.87477553988
393,681,straw,25,3.69226188505
394,682,horse-drawn carriage,25,3.17636244424
395,683,tunnel,25,3.09633129918
396,684,cannon,25,3.09052939219
397,685,tumble dryer,25,2.31452640024
398,698,altarpiece,24,3.98908988702
399,699,shelter,24,3.96673433426
400,700,pond,24,3.20796688583
401,701,windscreen,24,1.26895834265
402,669,leaf,24,0.891726393016
403,702,wheelchair,24,0.87919698954
404,703,coat,24,0.83452503898
405,704,planter,24,0.725353358234
406,705,player,24,0.56894271809
407,714,carousel,23,10.8837053212
408,715,display window,23,4.68155702293
409,716,elevator door,23,4.54542078031
410,717,shop,23,3.4871418312
411,718,roundabout,23,1.64409877096
412,642,bottle rack,23,1.53679066165
413,220,skirt,23,0.563428067901
414,732,aquarium,22,7.5720426143
415,733,ruins,22,7.39012381705
416,734,instrument panel,22,7.14107272459
417,735,ring,22,5.28038413361
418,736,table game,22,2.66358087161
419,737,television camera,22,2.07644089545
420,739,goal,22,0.771519998559
421,748,bird cage,21,9.25257772776
422,749,aqueduct,21,5.74472951759
423,750,weighbridge,21,1.92812429289
424,738,control tower,21,1.45172639472
425,719,blinds,21,1.40545094629
426,142,balcony,21,1.37209292342
427,657,steering wheel,21,1.31925241823
428,30,glass,21,1.10187076248
429,762,stands,20,2.49228296619
430,641,porch,20,1.36972518471
431,764,mill,20,0.934402610834
432,773,pantry,19,7.97902023483
433,761,folding door,19,4.83699225459
434,774,bandstand,19,3.90667361947
435,775,videos,19,3.13433627796
436,776,sand trap,19,2.61302511077
437,777,organ,19,2.52828632246
438,778,synthesizer,19,1.09843639245
439,779,planks,19,0.909820881787
440,780,pictures,19,0.755794064412
441,781,parterre,19,0.711206043875
442,792,lockers,18,4.9963985583
443,793,service station,18,4.94950168927
444,794,trench,18,4.10509889499
445,795,barrels,18,3.51763418827
446,796,box office,18,2.92920820961
447,797,binder,18,1.96670038347
448,798,cabin,18,1.79606376147
449,102,base,18,1.44761291513
450,799,forklift,18,1.29857790156
451,801,pavilion,18,0.581094575029
452,202,brick,18,0.504831842684
453,49,tile,18,0.366071899621
454,806,greenhouse,17,7.32188888484
455,807,caravan,17,3.90770220822
456,808,berth,17,3.80940366308
457,809,trellis,17,2.37366792
458,810,tomb,17,2.05494101508
459,811,structure,17,1.28800261876
460,812,plastic,17,0.944652567812
461,813,parasol,17,0.703809242284
462,827,dam,16,3.79563112347
463,828,tracks,16,2.14401225338
464,829,hay,16,1.99158692636
465,830,hen,16,1.18933275932
466,831,recycling bin,16,0.8097575294
467,832,disc case,16,0.794965519258
468,720,slide,16,0.70020134546
469,850,shanties,15,4.3903566618
470,852,machinery,15,2.26841416117
471,853,dashboard,15,2.26606231317
472,854,dental chair,15,1.62511413752
473,855,parking,15,1.17065709249
474,856,sewing machine,15,0.546058266346
475,857,rifle,15,0.53082084275
476,879,desert,14,5.79771671131
477,880,henhouse,14,5.68825691511
478,881,tennis court,14,5.19017222913
479,882,shed,14,3.70147267915
480,883,bird feeder,14,2.58623227228
481,884,washing machines,14,2.3266480258
482,885,watchtower,14,2.2153694388
483,886,shops,14,2.00101809007
484,887,ride,14,1.97623281298
485,888,telescope,14,1.47849579814
486,890,drum,14,0.870521270941
487,892,oar,14,0.640516346417
488,893,breads,14,0.542862755408
489,920,semidesert ground,13,5.40291686253
490,922,roller coaster,13,2.48188374682
491,923,water wheel,13,1.86156533907
492,924,barbecue,13,1.55181945862
493,925,bulldozer,13,1.53365009295
494,926,steam shovel,13,1.36551962714
495,927,gravel,13,0.960120988553
496,928,meter,13,0.659250056274
497,929,excavator,13,0.627077869758
498,978,vineyard,12,5.74384665243
499,979,rubble,12,4.62513684886
500,980,badlands,12,4.16248058915
501,981,forest,12,3.11508113137
502,982,ticket counter,12,2.78673732496
503,921,grille door,12,2.69752359938
504,983,stalls,12,2.20966706321
505,984,shower curtain,12,1.43123488108
506,985,village,12,1.32939788412
507,987,gas station,12,1.13153804521
508,988,niche,12,0.983892502185
509,989,check-in-desk,12,0.979007034205
510,990,set of instruments,12,0.831476071881
511,991,bread rolls,12,0.634060621185
512,397,tap,12,0.27676684252
513,1059,inflatable bounce game,11,5.70027846355
514,1060,temple,11,5.39075312504
515,1061,bowling alley,11,3.03882538575
516,1062,mosque,11,3.00626591824
517,1063,skittle alley,11,2.9674627608
518,1064,sandbox,11,2.93652446273
519,1065,catwalk,11,2.92068502262
520,1066,big top,11,2.81550319599
521,1067,iceberg,11,2.46811010139
522,1068,viaduct,11,2.36549591941
523,1069,fog bank,11,2.34329223633
524,1070,parking lot,11,1.76557046728
525,1071,trestle,11,1.6212392322
526,1072,table cloth,11,0.91398251418
527,1073,tables,11,0.760009761874
528,1074,pigeonhole,11,0.725514082426
529,1075,cactus,11,0.686069321334
530,1076,bathrobe,11,0.672012238703
531,1078,crate,11,0.575515002719
532,1079,quay,11,0.560910652669
533,1080,hand cart,11,0.536631040153
534,1081,candies,11,0.524987426023
535,1180,labyrinth,10,4.20562911026
536,1181,bullring,10,3.94201129811
537,1183,acropolis,10,3.05295889116
538,1184,covered bridge,10,2.60429748987
539,1185,shipyard,10,2.39673786191
540,1187,elephant,10,2.02180319763
541,1188,toll booth,10,1.80569262719
542,1189,book stand,10,1.75367846319
543,1190,skeleton,10,1.64771701895
544,1191,baptismal font,10,1.42563849319
545,1192,witness stand,10,1.32710100718
546,1193,vegetables,10,1.04394207727
547,1194,mountain pass,10,1.03178405762
548,1195,meat,10,0.753042562407
549,1077,rudder,10,0.577381482823
550,1196,canvas,10,0.536699789295
551,1197,shore,10,0.527876667242
552,244,concrete,9,0.611528640466
553,1182,terraces,8,2.83076268244
554,891,fire,8,0.625437693359
555,567,panel,7,1.11459643017
556,266,water tank,7,0.342240340753
557,103,headboard,6,2.56075796468
558,1186,ticket window,6,1.5930103562
559,213,engine,6,0.571881784298
560,476,sill,6,0.118180650693
561,217,lid,6,0.103510982953
562,763,revolving door,5,1.75904458784
563,32,ear,5,0.124056856374
564,110,screen,4,0.549243651652
565,194,apron,4,0.07879648983
566,622,cockpit,3,1.36199089839
567,633,metal shutters,3,0.368196107378
568,238,cardboard,3,0.0985032876288
569,466,casing,3,0.0542112629136
570,219,side,3,0.0335329964461
571,99,knob,3,0.00435196862351
572,343,grid,2,0.108822366333
573,64,handle,2,0.083329009009
574,108,top,2,0.0138472365761
575,137,rim,2,0.00998718261719
576,129,leather,1,0.415688705234
577,395,fur,1,0.278105983028
578,114,seat cushion,1,0.0498261452283
579,22,leg,1,0.0279083251953
580,159,seat base,1,0.00676009444045
581,51,hair,1,0.00292587280273
582,227,bumper,1,0.00211357834172
583,426,spindle,1,0.00142123444363
584,98,body,1,0.000159738738419

c_part.csv

code,number,name,frequency,coverage
1,21,head,8606,399.425893666
2,22,leg,8443,224.96312222
3,26,torso,7506,617.975998589
4,28,arm,6178,186.057705696
5,29,eye,5971,8.92968587047
6,15,windowpane,5610,220.009448679
7,32,ear,5414,63.1242747313
8,37,nose,4805,12.5279168992
9,39,neck,4619,65.6566009431
10,23,door,4557,219.202000069
11,42,hand,3832,32.2579613434
12,44,wheel,3681,119.206320458
13,53,mouth,2938,3.79715266924
14,51,hair,2813,80.0923694645
15,58,foot,2424,13.3767214213
16,62,eyebrow,2160,1.4777724033
17,64,handle,2078,3.05105246539
18,66,tail,2028,23.7443769983
19,67,muzzle,2003,53.8422717597
20,73,headlight,1757,8.41487780742
21,48,mirror,1643,4.42267946333
22,74,drawer,1628,41.6440838193
23,81,back,1619,48.1800768964
24,82,shade,1554,16.0556951392
25,87,paw,1450,21.5801606481
26,92,column,1311,15.7063323836
27,98,body,1195,104.292031025
28,99,knob,1130,1.00311184633
29,102,base,1072,4.4701574863
30,103,headboard,1056,37.9853101908
31,96,faucet,1047,3.10576405194
32,106,license plate,1020,0.894376487696
33,108,top,976,30.9476274773
34,110,screen,933,54.2175214761
35,86,seat,898,12.7986492336
36,114,seat cushion,886,27.5737600185
37,117,wing,870,26.0809121749
38,120,roof,815,33.5019351152
39,76,railing,748,15.4259355435
40,133,pane,727,38.9633875201
41,137,rim,695,2.41175897945
42,139,taillight,651,0.988278101765
43,140,back pillow,644,22.9518797593
44,143,windshield,629,5.46779572946
45,142,balcony,620,24.3083536865
46,151,door frame,607,18.0179843878
47,158,beak,589,2.53617504947
48,159,seat base,585,7.03125877181
49,162,inside arm,575,9.10746388716
50,150,cap,547,2.61677360643
51,171,stern,527,14.8978485865
52,166,frame,505,9.48580000039
53,177,outside arm,504,7.98020313847
54,181,footboard,481,29.7279283523
55,35,plant,452,42.3403872163
56,89,pot,438,20.097176232
57,194,apron,437,3.07963023071
58,196,handle bar,428,4.75745451865
59,201,shop window,403,18.9206512761
60,213,engine,373,7.21245040951
61,192,saddle,358,2.772415742
62,222,chain wheel,353,3.94060825817
63,219,side,352,8.6735780296
64,217,lid,351,7.22851468147
65,206,chimney,343,2.3113581145
66,227,bumper,340,2.54365443301
67,231,coach,334,55.7516156264
68,220,skirt,332,5.20152191653
69,235,stile,323,2.97118505466
70,136,double door,290,7.39357476896
71,253,button panel,288,2.53533818867
72,256,crosswalk,279,19.7080596258
73,180,keyboard,274,2.79130257087
74,116,stove,270,3.55916532538
75,72,shelf,266,3.44379914895
76,261,monitor,263,11.4529507589
77,179,oven,258,7.73294404056
78,264,hoof,254,0.788562696162
79,265,front,253,6.68478103849
80,234,canopy,250,0.248840638004
81,266,water tank,246,6.29902321411
82,109,bowl,208,4.08843989689
83,289,backplate,207,0.543941494013
84,263,shutter,178,3.37120740872
85,246,mouse,176,0.21730963357
86,306,face,170,0.554451192029
87,310,arm panel,166,1.21492500595
88,316,muntin,162,0.853816702402
89,330,sash,145,8.47397788977
90,339,computer case,138,3.75407972194
91,348,metal shutter,134,4.37102869796
92,355,blade,130,1.64054086689
93,366,cloud,127,10.4818608755
94,367,horn,127,1.22380301193
95,386,windows,122,5.5812124413
96,323,stretcher,122,0.41966736095
97,398,lower sash,116,5.03902781771
98,402,dormer,114,1.48058286448
99,221,pipe,112,1.40574780839
100,397,tap,105,0.225426798241
101,416,upper sash,104,3.59018494541
102,420,entrance,101,2.04918930817
103,423,corner pocket,100,0.844040064793
104,426,spindle,97,0.875040418797
105,61,bed,92,6.51477505317
106,436,diffusor,92,1.166248594
107,439,side rail,89,2.12368410978
108,401,dome,88,2.94359160462
109,157,bannister,81,4.00335867139
110,274,beam,72,4.2413980161
111,466,casing,72,1.56153626864
112,175,pedestal,70,1.06423096017
113,476,sill,64,0.458567987999
114,495,garage door,63,5.14879773038
115,505,shaft,59,3.74380915353
116,507,head roof,58,1.19903284484
117,508,capital,58,0.652280492123
118,104,stairs,53,0.56049371933
119,536,fire escape,50,4.18148915213
120,406,trunk,49,1.84128530176
121,315,vent,49,0.482131318578
122,545,fuselage,48,2.682681478
123,548,clouds,47,9.41734717655
124,211,step,47,2.90979421751
125,552,earmuffs,47,0.54064240846
126,218,loudspeaker,46,0.390420546502
127,564,riser,44,1.93160897422
128,281,grill,44,1.69121748107
129,568,tread,43,1.2411463656
130,570,stabilizer,43,0.500954104363
131,587,arcades,39,2.93161172297
132,567,panel,36,0.708118736045
133,45,cabinet,33,1.60208257974
134,629,coach roof,31,0.59171990423
135,12,wall,29,2.43593191685
136,622,cockpit,29,0.14847807715
137,633,metal shutters,27,0.978191917166
138,107,plate,24,0.0333408732871
139,307,ladder,23,0.706899197695
140,751,bedpost,21,0.878350748222
141,752,terrace,21,0.658085890122
142,47,signboard,19,0.254570741647
143,800,doors,18,0.924082723255
144,520,bell,18,0.0436129964661
145,851,wave,15,3.39928193978
146,312,tower,15,1.36151005039
147,125,work surface,15,0.387865438195
148,763,revolving door,15,0.244154797872
149,889,slats,14,1.00568871218
150,55,pole,14,0.193566548573
151,322,post,14,0.15892446725
152,275,gate,13,0.201052967353
153,144,switch,13,0.00602461047044
154,986,safety side,12,1.28711112681
155,152,chest of drawers,10,0.858563359596
156,641,porch,9,0.659002697665
157,147,stairway,9,0.428541786703
158,399,statue,9,0.0802025201054
159,75,water,7,0.559151327404
160,57,fence,7,0.282085697415
161,77,cushion,7,0.0723484519877
162,720,slide,7,0.0315949012062
163,518,arch,6,0.217140455418
164,642,bottle rack,6,0.0994997981213
165,448,skylight,6,0.0186582233981
166,288,candle,6,0.00937285602133
167,657,steering wheel,6,0.0056895391188
168,50,lamp,5,0.0110828275114
169,432,waterfall,4,0.996367398184
170,14,floor,4,0.908338716058
171,1186,ticket window,4,0.552816936378
172,332,shower,4,0.0130596714869
173,25,ceiling,3,0.6556805213
174,54,curtain,3,0.30755451271
175,205,blind,3,0.074800391971
176,111,clock,3,0.0239827218368
177,451,net,3,0.016185935533
178,79,flower,3,0.0134686048018
179,65,box,3,0.0117156982026
180,539,rocking chair,3,0.00503983049111
181,1182,terraces,2,0.500532236733
182,24,fabric,2,0.161473877875
183,605,mattress,2,0.155035313265
184,85,rock,2,0.089650252778
185,36,chair,2,0.0645108800356
186,669,leaf,2,0.052089718551
187,719,blinds,2,0.0485084279378
188,43,sidewalk,2,0.0212202165041
189,188,shelves,2,0.0190756088804
190,124,basket,2,0.015047283879
191,644,gas pump,2,0.0108023826346
192,286,fruit,2,0.00617607850989
193,409,microphone,2,0.00466551604094
194,97,wall socket,2,0.00247910256135
195,46,light,2,0.000628484940813
196,549,elevator,1,0.369370470674
197,761,folding door,1,0.211516943734
198,921,grille door,1,0.119921398563
199,208,sand,1,0.109425
200,653,leaves,1,0.0975462595622
201,214,countertop,1,0.0530454842819
202,121,bench,1,0.05279457462
203,603,deck,1,0.0407075828985
204,132,plaything,1,0.0283067491319
205,174,tray,1,0.0276985168457
206,169,bush,1,0.0252139917695
207,1077,rudder,1,0.0243468154347
208,461,cart,1,0.0220781976693
209,655,helicopter,1,0.0210834851191
210,31,road,1,0.0209415430468
211,738,control tower,1,0.0209337349398
212,212,sculpture,1,0.0198479166667
213,207,microwave,1,0.0183873286526
214,327,plane,1,0.0163436692506
215,71,paper,1,0.0136067708333
216,164,telephone,1,0.0102620678377
217,271,curb,1,0.00979910714286
218,649,ramp,1,0.00908482142857
219,658,finger,1,0.00898202260335
220,16,tree,1,0.00796848803536
221,112,bag,1,0.00583426157633
222,419,partition,1,0.0056074108818
223,100,sconce,1,0.00548240391455
224,497,drawing,1,0.00501041666667
225,170,bucket,1,0.00390720367432
226,546,baseboard,1,0.00194660734149
227,242,can,1,0.00189685821533
228,447,hovel,1,0.00185566968879
229,113,pillar,1,0.00167427701674
230,167,rope,1,0.00147831409084
231,52,ground,1,0.00132649367474
232,70,bottle,1,0.00126775105794
233,88,vase,1,0.000732314829314
234,210,fluorescent,1,0.000570833333333

c_scene.csv

code,number,name,frequency,coverage
1,59,street-s,2241,2241.0
2,83,bedroom-s,1528,1528.0
3,126,living_room-s,767,767.0
4,130,bathroom-s,738,738.0
5,134,kitchen-s,718,718.0
6,186,dining_room-s,454,454.0
7,223,skyscraper-s,351,351.0
8,233,highway-s,325,325.0
9,269,building_facade-s,251,251.0
10,301,conference_room-s,184,184.0
11,302,hotel_room-s,176,176.0
12,333,mountain_snowy-s,143,143.0
13,380,office-s,123,123.0
14,383,corridor-s,122,122.0
15,396,airport_terminal-s,118,118.0
16,407,game_room-s,109,109.0
17,410,waiting_room-s,106,106.0
18,414,home_office-s,105,105.0
19,413,poolroom-home-s,105,105.0
20,424,art_studio-s,98,98.0
21,428,attic-s,97,97.0
22,429,forest-broadleaf-s,97,97.0
23,430,park-s,94,94.0
24,431,mountain-s,93,93.0
25,440,coast-s,88,88.0
26,444,alley-s,87,87.0
27,453,parlor-s,80,80.0
28,456,closet-s,79,79.0
29,457,beach-s,79,79.0
30,459,childs_room-s,77,77.0
31,460,art_gallery-s,76,76.0
32,467,apartment_building-outdoor-s,74,74.0
33,478,castle-s,69,69.0
34,477,staircase-s,69,69.0
35,482,pasture-s,68,68.0
36,484,dorm_room-s,67,67.0
37,489,nursery-s,66,66.0
38,492,garage-indoor-s,65,65.0
39,491,lobby-s,65,65.0
40,493,reception-s,63,63.0
41,499,bar-s,61,61.0
42,504,forest-needleleaf-s,59,59.0
43,511,warehouse-indoor-s,57,57.0
44,509,bakery-shop-s,57,57.0
45,510,roundabout-s,57,57.0
46,515,house-s,55,55.0
47,529,casino-indoor-s,52,52.0
48,534,classroom-s,51,51.0
49,532,field-cultivated-s,51,51.0
50,533,bridge-s,51,51.0
51,535,river-s,50,50.0
52,541,youth_hostel-s,49,49.0
53,543,field-wild-s,48,48.0
54,547,lighthouse-s,47,47.0
55,553,creek-s,46,46.0
56,554,museum-indoor-s,46,46.0
57,556,window_seat-s,46,46.0
58,555,shoe_shop-s,46,46.0
59,558,amusement_park-s,45,45.0
60,559,dinette-vehicle-s,45,45.0
61,562,lake-natural-s,44,44.0
62,563,dinette-home-s,44,44.0
63,565,cockpit-s,43,43.0
64,571,jacuzzi-indoor-s,42,42.0
65,574,playroom-s,41,41.0
66,580,valley-s,40,40.0
67,579,parking_lot-s,40,40.0
68,585,tower-s,39,39.0
69,583,auditorium-s,39,39.0
70,584,beauty_salon-s,39,39.0
71,589,wet_bar-s,38,38.0
72,590,artists_loft-s,38,38.0
73,592,balcony-interior-s,37,37.0
74,594,arrival_gate-outdoor-s,36,36.0
75,598,plaza-s,35,35.0
76,597,playground-s,35,35.0
77,602,hill-s,34,34.0
78,608,clothing_store-s,33,33.0
79,611,pantry-s,33,33.0
80,610,bow_window-indoor-s,33,33.0
81,609,utility_room-s,33,33.0
82,616,galley-s,32,32.0
83,619,basement-s,32,32.0
84,617,bookstore-s,32,32.0
85,618,abbey-s,32,32.0
86,625,golf_course-s,31,31.0
87,624,supermarket-s,31,31.0
88,630,hallway-s,30,30.0
89,638,market-outdoor-s,29,29.0
90,634,laundromat-s,29,29.0
91,636,greenhouse-indoor-s,29,29.0
92,639,subway_interior-s,29,29.0
93,637,gazebo-exterior-s,29,29.0
94,635,ballroom-s,29,29.0
95,647,alcove-s,28,28.0
96,646,doorway-indoor-s,28,28.0
97,645,bus_interior-s,28,28.0
98,650,access_road-s,27,27.0
99,652,archive-s,27,27.0
100,651,landing_deck-s,27,27.0
101,662,waterfall-block-s,26,26.0
102,661,gymnasium-indoor-s,26,26.0
103,672,office_building-s,25,25.0
104,677,ocean-s,25,25.0
105,671,cathedral-indoor-s,25,25.0
106,674,badlands-s,25,25.0
107,675,forest_path-s,25,25.0
108,673,baggage_claim-s,25,25.0
109,676,home_theater-s,25,25.0
110,696,toyshop-s,24,24.0
111,689,harbor-s,24,24.0
112,694,library-indoor-s,24,24.0
113,697,dentists_office-s,24,24.0
114,692,bowling_alley-s,24,24.0
115,690,amusement_arcade-s,24,24.0
116,695,restaurant-s,24,24.0
117,686,fastfood_restaurant-s,24,24.0
118,691,poolroom-establishment-s,24,24.0
119,688,church-indoor-s,24,24.0
120,693,auto_showroom-s,24,24.0
121,687,gas_station-s,24,24.0
122,711,theater-indoor_procenium-s,23,23.0
123,713,construction_site-s,23,23.0
124,708,fairway-s,23,23.0
125,712,parking_garage-indoor-s,23,23.0
126,710,yard-s,23,23.0
127,709,courthouse-s,23,23.0
128,706,bow_window-outdoor-s,23,23.0
129,707,driveway-s,23,23.0
130,728,water_tower-s,22,22.0
131,725,cubicle-office-s,22,22.0
132,726,computer_room-s,22,22.0
133,731,music_studio-s,22,22.0
134,721,amphitheater-s,22,22.0
135,730,airplane_cabin-s,22,22.0
136,729,campus-s,22,22.0
137,727,kindergarden_classroom-s,22,22.0
138,724,control_tower-outdoor-s,22,22.0
139,722,ball_pit-s,22,22.0
140,723,desert-sand-s,22,22.0
141,742,cloister-indoor-s,21,21.0
142,745,weighbridge-s,21,21.0
143,741,swimming_pool-outdoor-s,21,21.0
144,743,wine_cellar-barrel_storage-s,21,21.0
145,740,delicatessen-s,21,21.0
146,746,shopping_mall-indoor-s,21,21.0
147,744,restaurant_patio-s,21,21.0
148,747,berth-s,21,21.0
149,754,swimming_pool-indoor-s,20,20.0
150,755,waterfall-fan-s,20,20.0
151,759,videostore-s,20,20.0
152,757,cemetery-s,20,20.0
153,760,reading_room-s,20,20.0
154,753,geodesic_dome-outdoor-s,20,20.0
155,758,windmill-s,20,20.0
156,756,ice_skating_rink-indoor-s,20,20.0
157,772,atrium-public-s,19,19.0
158,771,courtroom-s,19,19.0
159,768,dining_car-s,19,19.0
160,767,day_care_center-s,19,19.0
161,765,movie_theater-indoor-s,19,19.0
162,770,mansion-s,19,19.0
163,769,jail_cell-s,19,19.0
164,766,sauna-s,19,19.0
165,790,mosque-outdoor-s,18,18.0
166,789,lecture_room-s,18,18.0
167,783,campsite-s,18,18.0
168,782,doorway-outdoor-s,18,18.0
169,788,church-outdoor-s,18,18.0
170,787,inn-indoor-s,18,18.0
171,786,hospital_room-s,18,18.0
172,785,florist_shop-indoor-s,18,18.0
173,791,aqueduct-s,18,18.0
174,784,shower-s,18,18.0
175,802,forest_road-s,17,17.0
176,803,cabin-outdoor-s,17,17.0
177,804,operating_room-s,17,17.0
178,805,inn-outdoor-s,17,17.0
179,823,crosswalk-s,16,16.0
180,814,sandbox-s,16,16.0
181,818,hayfield-s,16,16.0
182,817,snowfield-s,16,16.0
183,816,planetarium-outdoor-s,16,16.0
184,826,slum-s,16,16.0
185,825,islet-s,16,16.0
186,815,shopfront-s,16,16.0
187,824,television_studio-s,16,16.0
188,822,locker_room-s,16,16.0
189,821,barn-s,16,16.0
190,820,botanical_garden-s,16,16.0
191,819,carrousel-s,16,16.0
192,840,subway_station-corridor-s,15,15.0
193,849,rope_bridge-s,15,15.0
194,837,hunting_lodge-outdoor-s,15,15.0
195,843,kasbah-s,15,15.0
196,838,marsh-s,15,15.0
197,844,auto_factory-s,15,15.0
198,846,balcony-exterior-s,15,15.0
199,848,chicken_coop-outdoor-s,15,15.0
200,834,ski_resort-s,15,15.0
201,833,diner-outdoor-s,15,15.0
202,842,corn_field-s,15,15.0
203,841,kitchenette-s,15,15.0
204,836,village-s,15,15.0
205,835,monastery-outdoor-s,15,15.0
206,847,courtyard-s,15,15.0
207,845,martial_arts_gym-s,15,15.0
208,839,fountain-s,15,15.0
209,859,outhouse-outdoor-s,14,14.0
210,874,donjon-s,14,14.0
211,873,runway-s,14,14.0
212,862,viaduct-s,14,14.0
213,868,baptistry-outdoor-s,14,14.0
214,858,kiosk-indoor-s,14,14.0
215,867,farm-s,14,14.0
216,877,escalator-indoor-s,14,14.0
217,875,ruin-s,14,14.0
218,871,moor-s,14,14.0
219,861,art_school-s,14,14.0
220,872,hospital-s,14,14.0
221,864,pulpit-s,14,14.0
222,870,arch-s,14,14.0
223,869,wheat_field-s,14,14.0
224,865,garage-outdoor-s,14,14.0
225,878,airport-s,14,14.0
226,876,canyon-s,14,14.0
227,866,corral-s,14,14.0
228,863,bleachers-outdoor-s,14,14.0
229,860,stage-indoor-s,14,14.0
230,896,medina-s,13,13.0
231,911,kennel-indoor-s,13,13.0
232,895,bank-outdoor-s,13,13.0
233,904,car_interior-backseat-s,13,13.0
234,917,desert-vegetation-s,13,13.0
235,914,hot_spring-s,13,13.0
236,915,sandbar-s,13,13.0
237,901,dolmen-s,13,13.0
238,913,vegetable_garden-s,13,13.0
239,908,elevator-interior-s,13,13.0
240,907,embassy-s,13,13.0
241,919,covered_bridge-exterior-s,13,13.0
242,910,casino-outdoor-s,13,13.0
243,916,observatory-outdoor-s,13,13.0
244,902,dacha-s,13,13.0
245,912,cathedral-outdoor-s,13,13.0
246,900,fire_escape-s,13,13.0
247,897,candy_store-s,13,13.0
248,894,town_house-s,13,13.0
249,906,bus_depot-outdoor-s,13,13.0
250,905,jewelry_shop-s,13,13.0
251,898,palace-s,13,13.0
252,899,mountain_path-s,13,13.0
253,909,cavern-indoor-s,13,13.0
254,903,jail-indoor-s,13,13.0
255,918,conference_center-s,13,13.0
256,968,moat-water-s,12,12.0
257,941,fence-s,12,12.0
258,974,movie_theater-outdoor-s,12,12.0
259,958,bazaar-indoor-s,12,12.0
260,952,wrestling_ring-indoor-s,12,12.0
261,977,badminton_court-outdoor-s,12,12.0
262,966,vineyard-s,12,12.0
263,976,temple-east_asia-s,12,12.0
264,972,podium-indoor-s,12,12.0
265,962,kennel-outdoor-s,12,12.0
266,937,booth-indoor-s,12,12.0
267,961,watchtower-s,12,12.0
268,950,hangar-indoor-s,12,12.0
269,930,irrigation_ditch-s,12,12.0
270,956,elevator_lobby-s,12,12.0
271,931,dam-s,12,12.0
272,955,crevasse-s,12,12.0
273,970,convenience_store-outdoor-s,12,12.0
274,935,ghost_town-s,12,12.0
275,964,greenhouse-outdoor-s,12,12.0
276,963,boathouse-s,12,12.0
277,949,junk_pile-s,12,12.0
278,973,orchard-s,12,12.0
279,943,excavation-s,12,12.0
280,933,ranch-s,12,12.0
281,967,oast_house-s,12,12.0
282,969,kiosk-outdoor-s,12,12.0
283,936,canal-urban-s,12,12.0
284,953,ski_slope-s,12,12.0
285,947,sacristy-s,12,12.0
286,975,mountain_road-s,12,12.0
287,946,motel-s,12,12.0
288,945,student_residence-s,12,12.0
289,971,nuclear_power_plant-outdoor-s,12,12.0
290,940,stadium-baseball-s,12,12.0
291,939,boxing_ring-s,12,12.0
292,951,flood-s,12,12.0
293,942,airport-entrance-s,12,12.0
294,954,fitting_room-exterior-s,12,12.0
295,960,wine_cellar-bottle_storage-s,12,12.0
296,948,lift_bridge-s,12,12.0
297,965,fitting_room-interior-s,12,12.0
298,938,hotel-outdoor-s,12,12.0
299,934,carport-outdoor-s,12,12.0
300,944,ice_cream_parlor-s,12,12.0
301,959,subway_station-platform-s,12,12.0
302,932,ranch_house-s,12,12.0
303,957,estuary-s,12,12.0
304,1056,baptistry-indoor-s,11,11.0
305,1013,water_mill-s,11,11.0
306,992,coffee_shop-s,11,11.0
307,1007,mosque-indoor-s,11,11.0
308,1040,canal-natural-s,11,11.0
309,1043,downtown-s,11,11.0
310,1003,waterfall-cascade-s,11,11.0
311,1055,military_hut-s,11,11.0
312,1025,hacienda-s,11,11.0
313,1000,guardhouse-s,11,11.0
314,1017,apse-indoor-s,11,11.0
315,1012,pagoda-s,11,11.0
316,1011,shed-s,11,11.0
317,997,chalet-s,11,11.0
318,1009,topiary_garden-s,11,11.0
319,1034,oasis-s,11,11.0
320,1058,library-outdoor-s,11,11.0
321,1004,general_store-outdoor-s,11,11.0
322,1033,bank-indoor-s,11,11.0
323,1021,manufactured_home-s,11,11.0
324,1028,dugout-s,11,11.0
325,1052,bog-s,11,11.0
326,1027,workshop-s,11,11.0
327,1015,cloister-outdoor-s,11,11.0
328,1022,firing_range-outdoor-s,11,11.0
329,1006,herb_garden-s,11,11.0
330,1051,cargo_container_interior-s,11,11.0
331,1037,volleyball_court-outdoor-s,11,11.0
332,1019,synagogue-outdoor-s,11,11.0
333,1031,spa-massage_room-s,11,11.0
334,1048,elevator_shaft-s,11,11.0
335,1010,industrial_area-s,11,11.0
336,1039,train_station-outdoor-s,11,11.0
337,998,baseball_field-s,11,11.0
338,1008,lagoon-s,11,11.0
339,1023,barbershop-s,11,11.0
340,1032,savanna-s,11,11.0
341,994,lawn-s,11,11.0
342,993,labyrinth-indoor-s,11,11.0
343,1057,bullring-s,11,11.0
344,1046,market-indoor-s,11,11.0
345,1045,catwalk-s,11,11.0
346,1024,cottage_garden-s,11,11.0
347,1041,parking_garage-outdoor-s,11,11.0
348,1030,elevator-freight_elevator-s,11,11.0
349,1018,ice_skating_rink-outdoor-s,11,11.0
350,1029,hat_shop-s,11,11.0
351,1035,witness_stand-s,11,11.0
352,1016,butchers_shop-s,11,11.0
353,1054,lido_deck-outdoor-s,11,11.0
354,1002,flight_of_stairs-urban-s,11,11.0
355,1050,formal_garden-s,11,11.0
356,996,escalator-outdoor-s,11,11.0
357,1020,assembly_line-s,11,11.0
358,1049,moon_bounce-s,11,11.0
359,1001,hut-s,11,11.0
360,1038,anechoic_chamber-s,11,11.0
361,995,beach_house-s,11,11.0
362,1044,driving_range-outdoor-s,11,11.0
363,1042,food_court-s,11,11.0
364,1005,mine-s,11,11.0
365,1036,road_cut-s,11,11.0
366,1053,airport_ticket_counter-s,11,11.0
367,1026,industrial_park-s,11,11.0
368,999,sun_deck-s,11,11.0
369,1047,carport-freestanding-s,11,11.0
370,1014,elevator-door-s,11,11.0
371,1097,dining_hall-s,10,10.0
372,1119,manhole-s,10,10.0
373,1092,batters_box-s,10,10.0
374,1109,checkout_counter-s,10,10.0
375,1103,natural_history_museum-s,10,10.0
376,1159,bullpen-s,10,10.0
377,1161,junkyard-s,10,10.0
378,1174,japanese_garden-s,10,10.0
379,1101,granary-s,10,10.0
380,1134,museum-outdoor-s,10,10.0
381,1095,bazaar-outdoor-s,10,10.0
382,1112,zen_garden-s,10,10.0
383,1136,bedchamber-s,10,10.0
384,1118,air_base-s,10,10.0
385,1098,banquet_hall-s,10,10.0
386,1179,cubicle-library-s,10,10.0
387,1106,cabana-s,10,10.0
388,1123,limousine_interior-s,10,10.0
389,1086,chapel-s,10,10.0
390,1096,hoodoo-s,10,10.0
391,1152,building_complex-s,10,10.0
392,1082,control_tower-indoor-s,10,10.0
393,1167,canteen-s,10,10.0
394,1151,cafeteria-s,10,10.0
395,1163,cheese_factory-s,10,10.0
396,1121,badminton_court-indoor-s,10,10.0
397,1116,hot_tub-indoor-s,10,10.0
398,1115,watering_hole-s,10,10.0
399,1105,cottage-s,10,10.0
400,1100,gulch-s,10,10.0
401,1132,car_dealership-s,10,10.0
402,1099,basketball_court-outdoor-s,10,10.0
403,1085,choir_loft-exterior-s,10,10.0
404,1160,archaelogical_excavation-s,10,10.0
405,1177,jail-outdoor-s,10,10.0
406,1173,earth_fissure-s,10,10.0
407,1172,nunnery-s,10,10.0
408,1130,convenience_store-indoor-s,10,10.0
409,1171,bleachers-indoor-s,10,10.0
410,1129,clean_room-s,10,10.0
411,1157,funeral_chapel-s,10,10.0
412,1124,backstairs-s,10,10.0
413,1141,hedge_maze-s,10,10.0
414,1114,gift_shop-s,10,10.0
415,1143,aquatic_theater-s,10,10.0
416,1110,labyrinth-outdoor-s,10,10.0
417,1142,flight_of_stairs-natural-s,10,10.0
418,1113,fishpond-s,10,10.0
419,1169,drainage_ditch-s,10,10.0
420,1135,fire_station-s,10,10.0
421,1108,signal_box-s,10,10.0
422,1164,lake-artificial-s,10,10.0
423,1094,liquor_store-outdoor-s,10,10.0
424,1147,newsstand-outdoor-s,10,10.0
425,1175,fort-s,10,10.0
426,1131,barnyard-s,10,10.0
427,1127,brewery-outdoor-s,10,10.0
428,1144,mission-s,10,10.0
429,1166,hotel_breakfast_area-s,10,10.0
430,1093,quadrangle-s,10,10.0
431,1117,call_center-s,10,10.0
432,1150,hangar-outdoor-s,10,10.0
433,1087,jacuzzi-outdoor-s,10,10.0
434,1111,bus_shelter-s,10,10.0
435,1128,loading_dock-s,10,10.0
436,1170,auto_mechanics-indoor-s,10,10.0
437,1102,pilothouse-indoor-s,10,10.0
438,1158,beer_garden-s,10,10.0
439,1168,catacomb-s,10,10.0
440,1148,football_field-s,10,10.0
441,1154,bayou-s,10,10.0
442,1153,covered_bridge-interior-s,10,10.0
443,1120,joss_house-s,10,10.0
444,1137,bistro-indoor-s,10,10.0
445,1126,cardroom-s,10,10.0
446,1088,hot_tub-outdoor-s,10,10.0
447,1107,landing-s,10,10.0
448,1104,bakery-kitchen-s,10,10.0
449,1090,heliport-s,10,10.0
450,1091,dirt_track-s,10,10.0
451,1178,pub-outdoor-s,10,10.0
452,1176,circus_tent-outdoor-s,10,10.0
453,1162,bank_vault-s,10,10.0
454,1089,imaret-s,10,10.0
455,1146,basketball_court-indoor-s,10,10.0
456,1084,liquor_store-indoor-s,10,10.0
457,1145,lean-to-s,10,10.0
458,1083,mausoleum-s,10,10.0
459,1140,rubble-s,10,10.0
460,1156,hunting_lodge-indoor-s,10,10.0
461,1138,butte-s,10,10.0
462,1155,throne_room-s,10,10.0
463,1139,field_road-s,10,10.0
464,1133,tearoom-s,10,10.0
465,1165,florist_shop-outdoor-s,10,10.0
466,1125,moat-dry-s,10,10.0
467,1149,freeway-s,10,10.0
468,1122,fjord-s,10,10.0

c_texture.csv

code,number,name,frequency,coverage
1,237,blotchy,316,316.0
2,276,dotted,234,234.0
3,290,banded,205,205.0
4,295,striped,194,194.0
5,308,bumpy,166,166.0
6,324,smeared,149,149.0
7,325,knitted,148,148.0
8,326,porous,148,148.0
9,329,pitted,146,146.0
10,328,fibrous,146,146.0
11,331,veined,144,144.0
12,334,perforated,143,143.0
13,335,woven,142,142.0
14,337,meshed,140,140.0
15,338,crosshatched,139,139.0
16,341,sprinkled,137,137.0
17,342,polka-dotted,136,136.0
18,346,marbled,135,135.0
19,347,stained,135,135.0
20,343,grid,134,134.0
21,353,gauzy,130,130.0
22,354,interlaced,130,130.0
23,357,frilly,129,129.0
24,356,zigzagged,129,129.0
25,359,spiralled,128,128.0
26,360,swirly,128,128.0
27,363,cracked,127,127.0
28,364,studded,127,127.0
29,362,matted,127,127.0
30,368,flecked,126,126.0
31,369,potholed,126,126.0
32,373,scaly,125,125.0
33,370,stratified,125,125.0
34,371,braided,125,125.0
35,372,lined,125,125.0
36,375,wrinkled,124,124.0
37,374,paisley,124,124.0
38,376,waffled,124,124.0
39,377,freckled,124,124.0
40,378,honeycombed,124,124.0
41,384,lacelike,122,122.0
42,382,chequered,122,122.0
43,385,crystalline,122,122.0
44,387,bubbly,121,121.0
45,391,grooved,120,120.0
46,389,pleated,120,120.0
47,390,cobwebbed,120,120.0

category.csv

name,first,last,count,frequency
color,1,11,11,651776
object,12,1197,584,271047
part,12,1186,234,132414
material,13,891,32,54511
scene,59,1179,468,17746
texture,237,391,47,6611

index.csv

image,split,ih,iw,sh,sw,color,object,part,material,scene,texture
opensurfaces/25605.jpg,train,224,224,112,112,opensurfaces/25605_color.png,,,opensurfaces/25605_material.png,,
opensurfaces/24183.jpg,train,224,224,112,112,opensurfaces/24183_color.png,,,opensurfaces/24183_material.png,,
opensurfaces/72705.jpg,train,224,224,112,112,opensurfaces/72705_color.png,,,opensurfaces/72705_material.png,,
opensurfaces/100509.jpg,train,224,224,112,112,opensurfaces/100509_color.png,,,opensurfaces/100509_material.png,,
ade20k/ADE_train_00003891.jpg,train,224,224,112,112,ade20k/ADE_train_00003891_color.png,ade20k/ADE_train_00003891_object.png,,,83,
opensurfaces/97035.jpg,train,224,224,112,112,opensurfaces/97035_color.png,,,opensurfaces/97035_material.png,,
ade20k/ADE_train_00006107.jpg,train,224,224,112,112,ade20k/ADE_train_00006107_color.png,ade20k/ADE_train_00006107_object.png,ade20k/ADE_train_00006107_part_1.png,,301,
opensurfaces/20360.jpg,train,224,224,112,112,opensurfaces/20360_color.png,,,opensurfaces/20360_material.png,,
opensurfaces/6582.jpg,train,224,224,112,112,opensurfaces/6582_color.png,,,opensurfaces/6582_material.png,,
opensurfaces/97767.jpg,train,224,224,112,112,opensurfaces/97767_color.png,,,opensurfaces/97767_material.png,,
opensurfaces/65353.jpg,train,224,224,112,112,opensurfaces/65353_color.png,,,opensurfaces/65353_material.png,,
opensurfaces/105165.jpg,train,224,224,112,112,opensurfaces/105165_color.png,,,opensurfaces/105165_material.png,,
ade20k/ADE_train_00010928.jpg,train,224,224,112,112,ade20k/ADE_train_00010928_color.png,ade20k/ADE_train_00010928_object.png,ade20k/ADE_train_00010928_part_1.png,,994,
opensurfaces/32953.jpg,train,224,224,112,112,opensurfaces/32953_color.png,,,opensurfaces/32953_material.png,,
opensurfaces/61999.jpg,train,224,224,112,112,opensurfaces/61999_color.png,,,opensurfaces/61999_material.png,,
opensurfaces/19603.jpg,train,224,224,112,112,opensurfaces/19603_color.png,,,opensurfaces/19603_material.png,,
opensurfaces/66533.jpg,train,224,224,112,112,opensurfaces/66533_color.png,,,opensurfaces/66533_material.png,,
pascal/2010_004760.jpg,train,224,224,112,112,pascal/2010_004760_color.png,pascal/2010_004760_object.png,pascal/2010_004760_part.png,,,
ade20k/ADE_train_00018550.jp

label.csv

number,name,category,frequency,coverage,syns
1,black-c,color(62358),62358,11135.320474,
2,grey-c,color(62310),62310,12712.843129,
3,white-c,color(62054),62054,5778.038204,
4,brown-c,color(61583),61583,14549.652454,
5,green-c,color(61508),61508,5049.989735,
6,pink-c,color(60755),60755,1478.518582,
7,purple-c,color(59516),59516,865.041519,
8,blue-c,color(57825),57825,4899.174121,
9,yellow-c,color(57560),57560,2730.587283,
10,red-c,color(55938),55938,1678.059729,
11,orange-c,color(50369),50369,2427.774769,
12,wall,object(15553);part(29),15582,3947.579313,...1194,mountain pass,object(10),10,1.031784,
1195,meat,object(10),10,0.753043,
1196,canvas,object(10),10,0.536700,
1197,shore,object(10),10,0.527877,