論文紹介:Retrieval-Augmented Layout Transformer for Content-Aware Layout Generation

ttamaki 112 views 25 slides Jun 04, 2024
Slide 1
Slide 1 of 25
Slide 1
1
Slide 2
2
Slide 3
3
Slide 4
4
Slide 5
5
Slide 6
6
Slide 7
7
Slide 8
8
Slide 9
9
Slide 10
10
Slide 11
11
Slide 12
12
Slide 13
13
Slide 14
14
Slide 15
15
Slide 16
16
Slide 17
17
Slide 18
18
Slide 19
19
Slide 20
20
Slide 21
21
Slide 22
22
Slide 23
23
Slide 24
24
Slide 25
25

About This Presentation

Daichi Horita, Naoto Inoue, Kotaro Kikuchi, Kota Yamaguchi, Kiyoharu Aizawa, "Retrieval-Augmented Layout Transformer for Content-Aware Layout Generation" arXiv2024(CVPR2024)

https://arxiv.org/abs/2311.13602


Slide Content

Retrieval-Augmented Layout
Transformer
for Content-Aware Layout Generation
Daichi Horita, Naoto Inoue, Kotaro Kikuchi, Kota Yamaguchi,
Kiyoharu Aizawa, CVPR2024
pՖ?A?6??.?A6?f?Qn??2024/05/30

?O?
n]9i?HW
•3Mfm沩m???Goi?
•l?V
•?O?i?)|?TdA*?۔'課??
BB??|?i?HW
ngoeo
•-?% ?<"}?4Ti?HWS8\?'c<
•% B1<"}???ns??i???i?HW
n??-
•ZB}??E?N??lmf?b[?
•<f<???<"}??f??i?HWS8\?Uvu??%-?+?
→T>x?I?CV4Ti?HW(RAG)?????C?,Q???
]9i?HW?'F[Donovan+, CHI2015]
Retrieval-Augmented Generation

T>x?I?CV4Ti?HW?3FUSJFWBM"VHNFOUFE(FOFSBUJPO?
nRAG??
•6???V????S8\(LLM)???7*9i?HW??6ٟ'E?5T?T>x?x??.??
?????3Qt?w?B1.?%???I?o
•,?Q?
•LLM?+s,qP?N??E?5T?P?N?
•h?P??m?????(?gT?i?FW?4\2moXd??T?
nR[49
•=x??>49`m ڰ?D??ף?
•DR???Dt??6ٟ'RS[T>x?
RAG

???}n?r?
n$d7d5'c<???]9
i?HW
•e<??*?,qTdA*.????i?HW
[Yang+, ACM TOMM2016]
•NNJm*i?HW[Li+, ICLR2019] [Arroyo+,
CVPR2021]
•??A??H^m2
•GAN
•VAE
•Diffusion Model
n$d7d5~G!??]9
i?HW
•ContentGAN[Zheng+, ACM TOG2019]
•i?)|,Od7 *.f?*???
•CGLGAN [Zhou+, IJCAI2022]
•???A3QAo8$m1ެ;?7D?O4H
=u*?

l?l3
n]9i?HW????T>x?I?CVi?HW(RAG)
•T>x??hCZ???8m0%? 0??-?=Z+Z
nT>x?I?CV4Ti?HW'3i???H?Z?(RALF)?K R?

K R?H?Z?

K R?H?Z?

K R?H?Z?

K R?H?Z?

K R?H?Z?

Image encoder
CGL-GAN[Zhou+, CVPR2022]

Retrieval augmentation module

Constraint encoder

Layout decoder
Transformer
decoder

<??f?<?
n8m0,49
•ENw?i?沏?3bi??3Mfm
•CGL [Zhou+, IJCAI2022]
•?7m(XdP???60,548
•?7m(Xdb[??1,000
•??x?N??100
•PKU [Hsu+, CVPR2023]
•?7m(XdP???9,974
•?7m(Xdb[??905
•??x?N??100
n?P'kI?V
•!ZF4 R9[ *
•FID↓
•d1m]P?,?D?(Und↓)
•mAm]P?,?D?(Ove↓)
•$d7d5R9[ *
• \m)Xd?Occ↓?
•?????*$?Rea↓?
n??x??<?
•K??(???K=16
•*?,qi?)|
•???350, A?240

<??fx?Q?
n<??l3YB?3

<??fx?Q?
n<?D?l3YB?3

T>x?I?CV?P?b[???D?YB?3

T>x?x?Q???????<?D?l3YB?3

???
n]9i?HW????T>x?I?CVi?HW(RAG)
•T>x??hCZ???8m0%? 0??-?=Z+Z
nT>x?x?Q???????YB?3
•K?6???N??F](G\?i?HW?.??
n??-
•??NT>x?x?Q?y4.??d&dG\H^m2?
•/???.?%?.??D?
•T>x?S1[7?6?U?-+
•Dti?u?3qA???
•??????

?h? ??Nb

<??fx?Q??Wm'm+?x\???
C : 7%[S : &+P : N)(Xd

<??fx?Q??Wm'm+?x\???

<??fx?Q??Wm'm+?x\???
Tags