Disco4D: Disentangled 4D Human Generation and Animation from a Single
  Image
We present Disco4D, a novel Gaussian Splatting framework for 4D
human generation and animation from a single image. Different from existing
methods, Disco4D distinctively disentangles clothings (with Gaussian models)
from the human body (with SMPL-X model), significantly enhancing the generation
details and flexibility. It has the following technical innovations.
1) Disco4D learns to efficiently fit the clothing Gaussians over the
SMPL-X Gaussians. 2) It adopts diffusion models to enhance the 3D
generation process, e.g., modeling occluded parts not visible in the
input image. 3) It learns an identity encoding for each clothing
Gaussian to facilitate the separation and extraction of clothing assets.
Furthermore, Disco4D naturally supports 4D human animation with vivid dynamics.
Extensive experiments demonstrate the superiority of Disco4D on 4D human
generation and animation tasks. Our visualizations can be found in
https://disco-4d.github.io/.
66f61aef793e1463e402813e
Hui En Pang
66f61aef793e1463e402813f
Shuai Liu
66f61aef793e1463e4028140
Zhongang Cai
admin_assigned
2024-10-01T09:01:26.518Z
652d06833b5997ed71ce5c46
https://cdn-avatars.huggingface.co/v1/production/uploads/noauth/xZTXEcnEogEmBm_ledJQr.jpeg
Zhongang Cai
user
caizhongang
66f61aef793e1463e4028141
Lei Yang
admin_assigned
2025-03-10T08:10:57.021Z
6626a471430a124253f197c8
/avatars/f5747fdbe495d1296fed9d16d8c95857.svg
yl-1993
user
yl-1993
66f61aef793e1463e4028142
Tianwei Zhang
66f61aef793e1463e4028143
Ziwei Liu
admin_assigned
2024-09-30T15:59:33.202Z
62ab1ac1d48b4d8b048a3473
https://cdn-avatars.huggingface.co/v1/production/uploads/1656826685333-62ab1ac1d48b4d8b048a3473.png
Ziwei Liu
user
liuziwei7
Disco4D: Disentangled 4D Human Generation and Animation from a Single
  Image
We present Disco4D, a novel Gaussian Splatting framework for 4D
human generation and animation from a single image. Different from existing
methods, Disco4D distinctively disentangles clothings (with Gaussian models)
from the human body (with SMPL-X model), significantly enhancing the generation
details and flexibility. It has the following technical innovations.
1) Disco4D learns to efficiently fit the clothing Gaussians over the
SMPL-X Gaussians. 2) It adopts diffusion models to enhance the 3D
generation process, e.g., modeling occluded parts not visible in the
input image. 3) It learns an identity encoding for each clothing
Gaussian to facilitate the separation and extraction of clothing assets.
Furthermore, Disco4D naturally supports 4D human animation with vivid dynamics.
Extensive experiments demonstrate the superiority of Disco4D on 4D human
generation and animation tasks. Our visualizations can be found in
https://disco-4d.github.io/.
Disco4D is a Gaussian Splatting framework for 4D human generation and animation from a single image, which disentangles clothing and body models, uses diffusion models for enhanced generation, and supports dynamic human animation.
Gaussian Splatting SMPL-X model diffusion models