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Class visualization Experiment

bvlc AlexNet: ImageNet classification with deep convolutional neural networks
Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton
Advances in Neural Information Processing Systems 25 (NIPS 2012)

bvlc GoogLeNet: Going deeper with convolutions
Christian Szegedy, Wei Liu, Yangqing Jia, Pierre Sermanet, Scott Reed, Dragomir Anguelov,Dumitru Erhan, Vincent Vanhoucke, Andrew Rabinovich
IEEE Computer Vision and Pattern Recognition, Boston, USA, 2015.

CNDS "8conv3fc layer": Training Deeper Convolutional Networks with Deep Supervision"
Liwei Wang, Chen-Yu Lee, Zhuowen Tu, Svetlana Lazebnik
2015

dataset: MIT Places, 205 scene categories and 2.5 millions of images
B. Zhou, A. Lapedriza, J. Xiao, A. Torralba, and A. Oliva. "Learning Deep Features for Scene Recognition using Places Database." Advances in Neural Information Processing Systems 27 (NIPS), 2014.

(code based on the work by Kyle McDonald)

 places CNN AlexNetplaces CNN GoogLeNetPlaces CNDS 8class name
1 abbey
2 airport terminal
3 alley
4 amphitheater
5 amusement park
6 aquarium
7 aqueduct
8 arch
9 art gallery
10 art studio
11 assembly line
12 attic
13 auditorium
14 apartment building outdoor
15 badlands
16 ballroom
17 bamboo forest
18 banquet hall
19 bar
20 baseball field
21 basement
22 basilica
23 bayou
24 beauty salon
25 bedroom
26 boardwalk
27 boat deck
28 bookstore
29 botanical garden
30 bowling alley
31 boxing ring
32 bridge
33 building facade
34 bus interior
35 butchers shop
36 butte
37 bakery shop
38 cafeteria
39 campsite
40 candy store
41 canyon
42 castle
43 cemetery
44 chalet
45 classroom
46 closet
47 clothing store
48 coast
49 cockpit
50 coffee shop
51 conference center
52 conference room
53 construction site
54 corn field
55 corridor
56 cottage garden
57 courthouse
58 courtyard
59 creek
60 crevasse
61 crosswalk
62 cathedral outdoor
63 church outdoor
64 dam
65 dining room
66 dock
67 dorm room
68 driveway
69 desert sand
70 desert vegetation
71 dinette home
72 doorway outdoor
73 engine room
74 excavation
75 fairway
76 fire escape
77 fire station
78 food court
79 forest path
80 forest road
81 formal garden
82 fountain
83 field cultivated
84 field wild
85 galley
86 game room
87 garbage dump
88 gas station
89 gift shop
90 golf course
91 harbor
92 herb garden
93 highway
94 home office
95 hospital
96 hospital room
97 hot spring
98 hotel room
99 hotel outdoor
100 ice cream parlor
101 iceberg
102 igloo
103 islet
104 ice skating rink outdoor
105 inn outdoor
106 jail cell
107 kasbah
108 kindergarden classroom
109 kitchen
110 kitchenette
111 laundromat
112 lighthouse
113 living room
114 lobby
115 locker room
116 mansion
117 marsh
118 martial arts gym
119 mausoleum
120 medina
121 motel
122 mountain
123 mountain snowy
124 music studio
125 market outdoor
126 monastery outdoor
127 museum indoor
128 nursery
129 ocean
130 office
131 office building
132 orchard
133 pagoda
134 palace
135 pantry
136 parking lot
137 parlor
138 pasture
139 patio
140 pavilion
141 phone booth
142 picnic area
143 playground
144 plaza
145 pond
146 pulpit
147 racecourse
148 raft
149 railroad track
150 rainforest
151 reception
152 residential neighborhood
153 restaurant
154 restaurant kitchen
155 restaurant patio
156 rice paddy
157 river
158 rock arch
159 rope bridge
160 ruin
161 runway
162 sandbar
163 schoolhouse
164 sea cliff
165 shed
166 shoe shop
167 shopfront
168 shower
169 ski resort
170 ski slope
171 sky
172 skyscraper
173 slum
174 snowfield
175 staircase
176 supermarket
177 swamp
178 stadium baseball
179 stadium football
180 stage indoor
181 subway station platform
182 swimming pool outdoor
183 television studio
184 topiary garden
185 tower
186 train railway
187 tree farm
188 trench
189 temple east asia
190 temple south asia
191 track outdoor
192 train station platform
193 underwater coral reef
194 valley
195 vegetable garden
196 veranda
197 viaduct
198 volcano
199 waiting room
200 water tower
201 watering hole
202 wheat field
203 wind farm
204 windmill
205 yard