MM
-
DiT
Blocks
×
10
Single
-
DiT
Blocks
×
20
Text
Prompt
VAE
T5 text encoder
Glyph Byt5
VAE
N
×
MMDIT Blocks
Norm + Out Projection
…
…
…
…
…
…
Patchify
RF Loss
RF Loss
TEncoder
RTP Loss
Unpatchify
+ Decode
LoRA
!
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(c)
LoRA
Control
(b) Region Perceptual loss
norm
MLP
MM
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Out Projection
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norm
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MM
Attention
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LoRA
X
!
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X
"
X
!
X
#
Word
Prompt
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卡通扁平风格的餐饮招牌推荐图，以鲜艳红色为背
景，左上角有醒目的“
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色点赞手势图标，右侧是装满肉类、蔬菜、菌类等各
类食材的彩色火锅插画，背景中有白色星星装饰，下
方是拼音“
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。整
体布局干净简洁，充满餐厅促销物料的活力感。
招
牌
推
荐
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T
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I
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N
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-
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n+h
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n+w
…
VAE
Encoder
❄
Qwen2.5
VL
❄
…
…
Timestep
Attention
Q
K
V
Q
K
V
Attn
-
out
Attn
-
out
MLP
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in/out
MLP
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in/out
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in
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MLP
-
out
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out
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