2dimageto3dmodel VS neural-deferred-shading

Compare 2dimageto3dmodel vs neural-deferred-shading and see what are their differences.

2dimageto3dmodel

We evaluate our method on different datasets (including ShapeNet, CUB-200-2011, and Pascal3D+) and achieve state-of-the-art results, outperforming all the other supervised and unsupervised methods and 3D representations, all in terms of performance, accuracy, and training time. (by NikolaZubic)
3d-computer-graphics 3d-reconstruction pose-prediction single-view-reconstruction Computer Vision computer-graphics kaolin Pytorch Deep Learning neural-networks loss-functions Rendering Gan shapenet shapenet-dataset cub-dataset pascal3d Mesh Voxel point-cloud
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neural-deferred-shading

Multi-View Mesh Reconstruction with Neural Deferred Shading (CVPR 2022) (by fraunhoferhhi)
3d-reconstruction Computer Vision Deep Learning differentiable-rendering inverse-graphics neural-rendering Pytorch computer-graphics Machine Learning Optimization triangle-mesh Neural Rendering inverse-rendering
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2dimageto3dmodel neural-deferred-shading
1 1
265 239
- 5.4%
3.7 4.6
about 2 months ago 2 months ago
Python Python
- GNU General Public License v3.0 or later
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2dimageto3dmodel

Posts with mentions or reviews of 2dimageto3dmodel. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-02-06.
  • What's the best software for making an interactable 3D app?
    2 projects | /r/Unity3D | 6 Feb 2023
    As for the app, I feel like I have a really good and unique idea so I don't want to explain it very thoroughly, but essentially I want it to be available on my website and on the app store. Ideally, I want it to scale up and become something big, I feel the scalability for the idea is pretty good so I would hope it doesn't stay a small project. Another specificity that I feel is important is that I want to take a series of 2D images and turn it into a 3D model that can then be manipulated and deformed. There are libraries on GitHub for predictively turning a 2D image into a 3D render like here. I have a hunch this would be incredibly difficult and time-consuming to turn into an app, but I wonder if something like this could even be implemented in unity. I haven't used much GitHub really at all though, and I'm not even sure whether or not I could use someone's code like this on an app and then profit off of it legally, I'm just trying to understand all of this.

neural-deferred-shading

Posts with mentions or reviews of neural-deferred-shading. We have used some of these posts to build our list of alternatives and similar projects.

What are some alternatives?

When comparing 2dimageto3dmodel and neural-deferred-shading you can also consider the following projects:

surface_normal_uncertainty - (ICCV 2021 - oral) Estimating and Exploiting the Aleatoric Uncertainty in Surface Normal Estimation

ECON - [CVPR'23, Highlight] ECON: Explicit Clothed humans Optimized via Normal integration

pix2pixHD - Synthesizing and manipulating 2048x1024 images with conditional GANs

GAN2Shape - Code for GAN2Shape (ICLR2021 oral)

Pix2Vox - The official implementation of "Pix2Vox: Context-aware 3D Reconstruction from Single and Multi-view Images". (Xie et al., ICCV 2019)

3D-Machine-Learning - A resource repository for 3D machine learning

MICA - MICA - Towards Metrical Reconstruction of Human Faces [ECCV2022]

APDrawingGAN - Code for APDrawingGAN: Generating Artistic Portrait Drawings from Face Photos with Hierarchical GANs (CVPR 2019 Oral)

3d-transforms - 3D Transforms is a library to easily work with 3D data and make 3D transformations. This library originally started as a few functions here and there for my own work which I then turned into a library.

polygonjs - node-based WebGL design tool

BlenderNeRF - Easy NeRF synthetic dataset creation within Blender

2dimageto3dmodel vs surface_normal_uncertainty neural-deferred-shading vs ECON 2dimageto3dmodel vs pix2pixHD neural-deferred-shading vs GAN2Shape 2dimageto3dmodel vs Pix2Vox neural-deferred-shading vs surface_normal_uncertainty 2dimageto3dmodel vs 3D-Machine-Learning neural-deferred-shading vs MICA 2dimageto3dmodel vs APDrawingGAN neural-deferred-shading vs 3d-transforms 2dimageto3dmodel vs polygonjs neural-deferred-shading vs BlenderNeRF