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Top 23 Python computer-graphic Projects
Image-to-Image Translation in PyTorchProject mention: I want an A.I. to learn my art style so I can keep making art in my art style despite not having the time to do it. | reddit.com/r/aiArt | 2023-02-16
Synthesizing and manipulating 2048x1024 images with conditional GANsProject mention: How do I run more than 200 epochs in training a Pix2PixHD model? | reddit.com/r/MLQuestions | 2022-08-11
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A procedural Blender pipeline for photorealistic training image generationProject mention: Synthetic image Generation | reddit.com/r/learnmachinelearning | 2023-03-22
Blender with add-ons (Kubric, BlenderProc)
Contrastive unpaired image-to-image translation, faster and lighter training than cyclegan (ECCV 2020, in PyTorch)Project mention: Help me with my GANS project | reddit.com/r/learnmachinelearning | 2022-06-13
This repository contains the code for the paper "PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization"Project mention: I scanned myself with Reality Capture but the 3D model is messy. Is there any way to clean it up with AI or something like that? | reddit.com/r/photogrammetry | 2023-02-14
In terms of AI tools, you could try this: https://github.com/shunsukesaito/PIFu
The FLIP Fluids addon is a tool that helps you set up, run, and render high quality liquid fluid effects all within Blender, the free and open source 3D creation suite.Project mention: Flip Fluids ignoring obstacle | reddit.com/r/blender | 2022-11-20
Make sure that your objects have correct manifold/closed/watertight geometry. See this topic for more info and how to verify geometry: https://github.com/rlguy/Blender-FLIP-Fluids/wiki/Manifold-Meshes
An end-to-end library for editing and rendering motion of 3D characters with deep learning [SIGGRAPH 2020]
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[CVPR 2022] ICON: Implicit Clothed humans Obtained from NormalsProject mention: Is there any AI that can compile several pictures of a person into a single, 3d version? | reddit.com/r/computervision | 2022-12-13
This codebase demonstrates how to synthesize realistic 3D character animations given an arbitrary speech signal and a static character mesh. (by TimoBolkart)
[CVPR 2021] Anycost GANs for Interactive Image Synthesis and Editing
Procedural generation of tree models in blenderProject mention: How do I use old sapling tree gen? | reddit.com/r/blender | 2022-12-26
and here is a download link to the tree gen: https://github.com/friggog/tree-gen/releases (zip)
Code for APDrawingGAN: Generating Artistic Portrait Drawings from Face Photos with Hierarchical GANs (CVPR 2019 Oral)
Sketch Your Own GAN: Customizing a GAN model with hand-drawn sketches.
PyTorch - FID calculation with proper image resizing and quantization steps [CVPR 2022]Project mention: [D] Are there any good FID and KID metrics implementations existing that are compatible with pytorch? | reddit.com/r/MachineLearning | 2023-02-23
https://github.com/GaParmar/clean-fid/ is my goto. https://github.com/mseitzer/pytorch-fid isn't bad either.
[CVPR 2023] ECON: Explicit Clothed humans Obtained from NormalsProject mention: Latest Artificial Intelligence (AI) Research Proposes ECON, A Method To Reconstruct Detailed Clothed 3D Humans From A Color Image | reddit.com/r/machinelearningnews | 2022-12-19
Quick Read: https://www.marktechpost.com/2022/12/19/latest-artificial-intelligence-ai-research-proposes-econ-a-method-to-reconstruct-detailed-clothed-3d-humans-from-a-color-image/ Paper: https://arxiv.org/pdf/2212.07422.pdf Github: https://github.com/YuliangXiu/ECON Project: https://xiuyuliang.cn/econ/
Demo Programs for the "Talking Head(?) Anime from a Single Image 3: Now the Body Too" ProjectProject mention: Can't find root directory, help? | reddit.com/r/learnprogramming | 2023-03-12
https://github.com/pkhungurn/talking-head-anime-3-demo I keep trying to get the above program to work, but I can't find the the repository's root directory so I can unzip the model files into the data/models folder. How do I find the repository's root directory?
Official PyTorch implementation of the paper: "DeepSIM: Image Shape Manipulation from a Single Augmented Training Sample" (ICCV 2021 Oral)
Ensembling Off-the-shelf Models for GAN Training (CVPR 2022 Oral)Project mention: [D] Is the GAN architecture currently old-fashioned? | reddit.com/r/MachineLearning | 2022-10-16
If you are looking for more traditional noise -> xxx GANs, go for https://github.com/autonomousvision/projected_gan/. Another recent work is https://github.com/nupurkmr9/vision-aided-gan.
Easy NeRF synthetic dataset creation within BlenderProject mention: Other fast and free ways to get transforms.json file? | reddit.com/r/NeRF3D | 2022-12-03
BlenderNeRF (https://github.com/maximeraafat/BlenderNeRF), simply just takes blender per-frame blender camera locations and puts them in NeRF format,
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.Project mention: What's the best software for making an interactable 3D app? | reddit.com/r/Unity3D | 2023-02-06
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.
Implementations of NeRF variants based on Taichi + PyTorchProject mention: Training NeRF Without CUDA | news.ycombinator.com | 2023-03-15
Multi-View Mesh Reconstruction with Neural Deferred Shading (CVPR 2022)Project mention: Multi-View Mesh Reconstruction with Neural Deferred Shading | reddit.com/r/machinelearningnews | 2022-12-11
[CVPR 2022] GAN inversion and editing with spatially-adaptive multiple latent layersProject mention: GitHub - adobe-research/sam_inversion: [CVPR 2022] GAN inversion and editing with spatially-adaptive multiple latent layers | reddit.com/r/programming | 2022-06-18
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Python computer-graphics related posts
Training NeRF Without CUDA
1 project | news.ycombinator.com | 15 Mar 2023
Nodebox: A Node.js runtime that runs in any browser
3 projects | news.ycombinator.com | 17 Feb 2023
How do I use old sapling tree gen?
1 project | reddit.com/r/blender | 26 Dec 2022
[D] Is the GAN architecture currently old-fashioned?
3 projects | reddit.com/r/MachineLearning | 16 Oct 2022
Instant NeRF of the Palm House, Kew Gardens. Made with NVIDIA Instant NGP and the Insta360 RS 1-Inch 360.
2 projects | reddit.com/r/nvidia | 10 Oct 2022
[R][P] ICON: Implicit Clothed humans Obtained from Normals + Gradio Web Demo
1 project | reddit.com/r/MachineLearning | 6 Aug 2022
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1 project | reddit.com/r/Superstonk | 2 Jul 2022
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What are some of the best open-source computer-graphic projects in Python? This list will help you: