3D human modeling has been widely used for engaging interaction in gaming, film, and animation. The customization of these characters is crucial for creativity and scalability, which highlights the importance of controllability. In this work, we introduce Text-guided 3D Human Generation (T3H), where a model is to generate a 3D human, guided by the fashion description. There are two goals: 1) the 3D human should render articulately, and 2) its outfit is controlled by the given text. To address this T3H task, we propose Compositional Cross-modal Human (CCH). CCH adopts cross-modal attention to fuse compositional human rendering with the extracted fashion semantics. Each human body part perceives relevant textual guidance as its visual patterns. We incorporate the human prior and semantic discrimination to enhance 3D geometry transformation and fine-grained consistency, enabling it to learn from 2D collections for data efficiency. We conduct evaluations on DeepFashion and SHHQ with diverse fashion attributes covering the shape, fabric, and color of upper and lower clothing. Extensive experiments demonstrate that CCH achieves superior results for T3H with high efficiency.
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She is wearing a floral-patterned tank top with solid-colored three-point shorts
He is sporting a short-sleeved cotton t-shirt and graphic-patterned medium shorts
This lady is dressed in
a solid-colored sleeveless
with long denim pants
The woman is wearing a striped cotton shirt, paired with long cotton pants
This man is sporting a long-sleeved sweater with solid-colored cotton trousers
She is dressed in a cotton
sleeveless, paired with
solid-colored long pants
The woman is wearing a
long-sleeved chiffon shirt
and three-point denim shorts
She is wearing a solid-
colored sleeveless tank top with long denim pants
The woman is wearing
a stripped t-shirt and
long denim pants
She is wearing a graphic-
patterned sleeveless,
paired with long trousers
The man is sporting a
solid-colored medium shirt
with long cotton pants
She is dressed in a graphic-
patterned tank top and
three-point denim shorts
He is wearing a short-
sleeved cotton shirt, paired with long denim pants
This lady is sporting a
solid-colored tank top with three-point cotton shorts
The woman is wearing a floral-patterned long-sleeved sweater and long denim pants
She is dressed in a long-
sleeved shirt, paired with solid-colored long trousers
He is sporting a graphic-
patterned short-sleeved shirt with medium cotton shorts
The woman is dressed in a short-sleeved cotton t-shirt, paired with long denim pants
This man is wearing a
striped medium sleeve
and long cotton trousers
She is sporting a graphic-patterned tank top with floral-patterned three-point shorts
She is wearing a striped sleeveless tank top and
long cotton pants
The man is sporting a long-sleeved knitted sweater with solid-colored long trousers
He is wearing a cotton
shirt and solid-colored medium shorts
The woman is dressed in
a graphic-patterned t-shirt,
paired with long denim pants
The woman is wearing a sleeveless tank top, paired with long denim pants
He is wearing a floral-patterned long-sleeved sweater and long trousers
She is dressed in a long-sleeved chiffon shirt with striped three-point shorts
This man is sporting
a short-sleeved t-shirt
and medium cotton pants
The woman is wearing a sleeveless tank top, paired with long denim pants
He is wearing a floral-patterned long-sleeved sweater and long trousers
She is dressed in a long-sleeved chiffon shirt with striped three-point shorts
This man is sporting
a short-sleeved t-shirt
and medium cotton pants
The woman is wearing a sleeveless tank top, paired with long denim pants
He is wearing a floral-patterned long-sleeved sweater and long trousers
She is dressed in a long-sleeved chiffon shirt with striped three-point shorts
This man is sporting
a short-sleeved t-shirt
and medium cotton pants
The woman is wearing a sleeveless tank top, paired with long denim pants
He is wearing a floral-patterned long-sleeved sweater and long trousers
She is dressed in a long-sleeved chiffon shirt with striped three-point shorts
This man is sporting
a short-sleeved t-shirt
and medium cotton pants
The woman is wearing a floral-patterned long-sleeved sweater and long denim pants
+ walking
She is dressed in a long-sleeved chiffon shirt with striped three-point shorts
+ shooting basketball
This man is wearing a
striped medium sleeve
and long cotton trousers
+ squatting
She is sporting a graphic-patterned tank top with floral-patterned three-point shorts
+ kicking soccer
