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MIRU2020長尾賞受賞論文解説:Attention Branch Networkの展開
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MACHINE PERCEPTION AND ROB
Chubu University
Department of Robotics Science a
College of Engineering
Ayumi Miyako
Machine Perception and Robotic
1200 Matsumoto-cho, Kasugai, A
487-8501 Japan
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MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Research Assistant
Dr.Eng.
Yuji Yamauchi
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
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MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Computer Science
College of Engineering
Lecturer
Dr.Eng.
Takayoshi Yamashita
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
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yamashita@cs.chubu.ac.jp
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MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyoshi
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
2. 487-8501
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hf@cs.chubu.ac.jp
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MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
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hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
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hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
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hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
CONFIDENTIAL EXTENDED ABSTRACT.
DO NOT DISTRIBUTE ANYWHERE.
23
Spatial Temporal Attention Graph
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a)
siraki@mprg.cs.chubu.ac.jp
b)
hirakawa@mprg.cs.chubu.ac.jp
c)
takayoshi@isc.chubu.ac.jp
d)
fujiyoshi@isc.chubu.ac.jp
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Spatial Temporal Attention GCN (STA-GCN)
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1
Attention Branch Network:
Learning of Attention Mechanism for Visual Explanation
Hiroshi Fukui, Tsubasa Hirakawa, Takayoshi Yamashita, Hironobu Fujiyoshi
Chubu University
1200 Matsumotocho, Kasugai, Aichi, Japan
{fhiro@mprg.cs, hirakawa@mprg.cs, yamashita@isc, fujiyoshi@isc}.chubu.ac.jp
Abstract
Visual explanation enables humans to understand the de-
cision making of deep convolutional neural network (CNN),
but it is insufficient to contribute to improving CNN perfor-
mance. In this paper, we focus on the attention map for vi-
sual explanation, which represents a high response value as
the attention location in image recognition. This attention
region significantly improves the performance of CNN by
introducing an attention mechanism that focuses on a spe-
cific region in an image. In this work, we propose Attention
Branch Network (ABN), which extends a response-based vi-
sual explanation model by introducing a branch structure
with an attention mechanism. ABN can be applicable to
several image recognition tasks by introducing a branch for
the attention mechanism and is trainable for visual expla-
nation and image recognition in an end-to-end manner. We
evaluate ABN on several image recognition tasks such as
image classification, fine-grained recognition, and multiple
facial attribute recognition. Experimental results indicate
that ABN outperforms the baseline models on these image
recognition tasks while generating an attention map for vi-
sual explanation. Our code is available 1
.
1. Introduction
Deep convolutional neural network (CNN) [1, 17] mod-
els have been achieved the great performance on various
image recognition tasks [25, 9, 7, 34, 8, 12, 18]. How-
ever, despite CNN models performing well on such tasks,
it is difficult to interpret the decision making of CNN in
the inference process. To understand the decision mak-
ing of CNN, methods of interpreting CNN have been pro-
posed [39, 41, 26, 4, 24, 3, 22].
“Visual explanation” has been used to interpret the de-
cision making of CNN by highlighting the attention loca-
1https://github.com/machine-perception-robotics
-group/attention_branch_network
Attention map
Attention map
…
Great grey owl
Ruffed grouse
(a) Class Activation Mapping
(b) Attention Branch Network
wc
GAP&fc.
Attention branch
Perception branch
Label
Label
Lper(xi)
Latt(xi)
Feature
extractor
Input image
Input image
L(xi)
Attention
mechanism
Featuremap
Feature
extractor
Figure 1. Network structures of class activation mapping and pro-
posed attention branch network.
tion in a top-down manner during the inference process.
Visual explanation can be categorized into gradient-based
or response-based. Gradient-based visual explanation typ-
ically use gradients with auxiliary data, such as noise [4]
and class index [24, 3]. Although these methods can inter-
pret the decision making of CNN without re-training and
modifying the architecture, they require the backpropaga-
tion process to obtain gradients. In contrast, response-
based visual explanation can interpret the decision mak-
ing of CNN during the inference process. Class activation
mapping (CAM) [41], which is a representative response-
based visual explanation, can obtain an attention map in
each category using the response of the convolution layer.
CAM replaces the convolution and global average pool-
ing (GAP) [20] and obtains an attention map that include
high response value positions representing the class, as
shown in Fig. 1(a). However, CAM requires replacing the
fully-connected layer with a convolution layer and GAP,
thus, decreasing the performance of CNN.
To avoid this problem, gradient-based methods are of-
010705
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MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
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hf@cs.chubu.ac.jp
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MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
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1200
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hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
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1200
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hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
10. 487-8501
1200
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hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
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1200
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hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
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1200
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hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
×
Σ
Lall(x) = Eatt(x) + Eper(x)
Eper(x)
Eatt(x)
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How Small Network Can Detect Pedestrian?
Anonymous CVPR submission
Paper ID ****
Abstract
1. Introduction
t log y + (1 − t) log (1 − y) (1)
vc
i =
1
M × N
M
m=1
N
n=1
fc
m,n(xi) (2)
v1
i , v2
i , v3
i , vc
i (3)
g (xi) = g(xi) ·
1
C
C
c=1
fc
(xi) (4)
f (xi, yi) (5)
2. Concolusion
References
487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
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CVPR
#****
CVPR 2017 Submission #****. CONFIDENTIAL
How Small Network Can
Anonymous CVPR
Paper ID *
Abstract
1. Introduction
t log y + (1 − t) log (1 − y) (1)
vc
i =
1
M × N
M
m=1
N
n=1
fc
m,n(xi) (2)
v1
i , v2
i , v3
i , vc
i (3)
g (xi) = g(xi) ·
1
C
C
c=1
fc
(xi) (4)
f (xi, yi) (5)
2. Concolusion
×
000
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018
019
020
021
022
023
024
025
026
027
028
029
030
031
032
033
034
035
How Small Network Can Detect Pedestrian?
Anonymous CVPR submission
Paper ID ****
Abstract
1. Introduction
t log y + (1 − t) log (1 − y) (1)
vc
i =
1
M × N
M
m=1
N
n=1
fc
m,n(xi) (2)
v1
i , v2
i , v3
i , vc
i (3)
g (xi) = g(xi) ·
1
C
C
c=1
fc
(xi) (4)
f (xi, yi) (5)
2. Concolusion
References
Σ
015
016
017
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019
020
021
022
023
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1. Introduction
t log y + (1 − t) log (1 − y) (1)
vc
i =
1
M × N
M
m=1
N
n=1
fc
m,n(xi) (2)
v1
i , v2
i , v3
i , vc
i (3)
g (xi) = g(xi) ·
1
C
C
c=1
fc
(xi) (4)
f (xi, yi) (5)
2. Concolusion
References
14. 487-8501
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Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
15. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
16. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
17. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
18. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
×
×
×
19. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
20. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
21. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
22. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
23. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
×
Σ
24. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
25. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
Conv.
Conv.
GAP
Res.
Block 5
output
Attention branch
Perception branch
Res.
Attention
Block
Conv.
Attention mapAttention map
Feature extractor
Label
𝐿 𝑚𝑎𝑝
𝐿𝑎𝑡𝑡(𝑥)
𝐿𝑝𝑒𝑟(𝑥)
𝐿 𝑚𝑎𝑝 = 𝛼 𝑥 − 𝑦
2
2
𝐿𝑎𝑙𝑙(𝑥) = 𝐿𝑎𝑡𝑡(𝑥) + 𝐿𝑝𝑒𝑟(𝑥) + 𝐿 𝑚𝑎𝑝
26. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
27. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
28. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
29. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
30. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
❌
31. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
33. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
34. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
35. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
36. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
0 Tt
37. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
Input
Output
Convolutions Full
Connection
A
V = {v0, v1, . . . , vN }<latexit sha1_base64="ahF1XlmO+63oShDr5uLd56z8mV0=">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</latexit><latexit sha1_base64="ahF1XlmO+63oShDr5uLd56z8mV0=">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</latexit><latexit sha1_base64="ahF1XlmO+63oShDr5uLd56z8mV0=">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</latexit><latexit sha1_base64="ahF1XlmO+63oShDr5uLd56z8mV0=">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</latexit>
Aij =
(
1 vi, vj
0 vi, vj
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A 2 RN⇥N
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38. 487-8501
1200
Tel 0568-51-9096
Fax 0568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GROUP
Chubu University
Department of Robotics Science and Technology
College of Engineering
Professor
MACHINE PERCEPTION AND ROBOTICS GR
Chubu University
Department of Robotics Science and Techn
College of Engineering
Professor
Dr.Eng.
Hironobu Fujiyosh
Machine Perception and Robotics Group
1200 Matsumoto-cho, Kasugai, Aichi
487-8501 Japan
Tel +81-568-51-9096
Fax +81-568-51-9409
hf@cs.chubu.ac.jp
http://vision.cs.chubu.ac.jp
MACHINE PERCEPTION AND ROBOTICS GR
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Aij =
(
1 vi, vj
0 vi, vj
<latexit sha1_base64="8mDTFuyI8sljk3/zYyuzBgw/Je8=">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</latexit><latexit sha1_base64="8mDTFuyI8sljk3/zYyuzBgw/Je8=">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</latexit><latexit sha1_base64="8mDTFuyI8sljk3/zYyuzBgw/Je8=">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</latexit><latexit sha1_base64="8mDTFuyI8sljk3/zYyuzBgw/Je8=">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</latexit>
˜A = A + I<latexit sha1_base64="TomtJlApWF/mxlr+rHF9E8Br6dU=">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</latexit><latexit sha1_base64="TomtJlApWF/mxlr+rHF9E8Br6dU=">AAACgnicSyrIySwuMTC4ycjEzMLKxs7BycXNw8vHLyAoFFacX1qUnBqanJ+TXxSRlFicmpOZlxpaklmSkxpRUJSamJuUkxqelO0Mkg8vSy0qzszPCympLEiNzU1Mz8tMy0xOLAEKxQvIVsckpcWUZOakpCo41tqCeEBaG0x71sYLKBvoGYCBAibDEMpQZoCCgHyB5QwxDCkM+QzJDKUMuQypDHkMJUB2DkMiQzEQRjMYMhgwFADFYhmqgWJFQFYmWD6VoZaBC6i3FKgqFagiESiaDSTTgbxoqGgekA8ysxisOxloSw4QFwF1KjCoGlw1WGnw2eCEwWqDlwZ/cJpVDTYD5JZKIJ0E0ZtaEM/fJRH8naCuXCBdwpCB0IXXzSUMaQwWYLdmAt1eABYB+SIZor+savrnYKsg1Wo1g0UGr4HuX2hw0+Aw0Ad5ZV+SlwamBs1m4AJGgCF6cGMywoz0DA30DANNlB08oFHBwSDNoMSgAQxvcwYHBg+GAIZQoL3NDCsZNjFsZmJh0mIyZDKGKGVihOoRZkABTDYAxMqUJQ==</latexit><latexit sha1_base64="TomtJlApWF/mxlr+rHF9E8Br6dU=">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</latexit><latexit sha1_base64="TomtJlApWF/mxlr+rHF9E8Br6dU=">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</latexit>
˜A = A + I<latexit sha1_base64="TomtJlApWF/mxlr+rHF9E8Br6dU=">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</latexit><latexit sha1_base64="TomtJlApWF/mxlr+rHF9E8Br6dU=">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</latexit><latexit sha1_base64="TomtJlApWF/mxlr+rHF9E8Br6dU=">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</latexit><latexit sha1_base64="TomtJlApWF/mxlr+rHF9E8Br6dU=">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</latexit>
˜A = A + I<latexit sha1_base64="TomtJlApWF/mxlr+rHF9E8Br6dU=">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</latexit><latexit sha1_base64="TomtJlApWF/mxlr+rHF9E8Br6dU=">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</latexit><latexit sha1_base64="TomtJlApWF/mxlr+rHF9E8Br6dU=">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</latexit><latexit sha1_base64="TomtJlApWF/mxlr+rHF9E8Br6dU=">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</latexit>