YuliangXiu / ECON

[CVPR'23, Highlight] ECON: Explicit Clothed humans Optimized via Normal integration
https://xiuyuliang.cn/econ
Other
1.08k stars 106 forks source link

A question about how to use multi-camera images(like 4 images) to reconstruct cloth body? #36

Closed xkkjiayou closed 1 year ago

xkkjiayou commented 1 year ago

hi yuliang, thank u for your amazing job.i have a question abou multi-camera.hope u can answer or give me some suggestions,very thank u.

now,the model(ECON) input is 1 image. But in my project , i can offer 4(or more) images, how can i use 4 images(front, back ,left-side,right-side) to reconstruce 1 cloth body ?

现在ECON的模型输入是1张单视角的rgb图,在我的项目中,我会有4个相机,同时对一个人的四个面进行拍照(正面、背面、左侧、右侧),我期望能够把这4张图共同输入进网络,以获取纹理更好的人体三维模型。我应该怎么做?希望yuliang能够指点迷津,非常感谢!

xkkjiayou commented 1 year ago

非常感谢!

YuliangXiu commented 1 year ago

This is out of the scope of ECON, you could check NeuS [1], NeuralUDF [2], Zins et al [3], as reference.

[1] Wang, Peng, et al. "Neus: Learning neural implicit surfaces by volume rendering for multi-view reconstruction." arXiv preprint arXiv:2106.10689 (2021). [2] Long, Xiaoxiao, et al. "NeuralUDF: Learning Unsigned Distance Fields for Multi-view Reconstruction of Surfaces with Arbitrary Topologies." arXiv preprint arXiv:2211.14173 (2022). [3] Zins, Pierre, et al. "Data-driven 3D reconstruction of dressed humans from sparse views." 2021 International Conference on 3D Vision (3DV). IEEE, 2021.