René's URL Explorer Experiment

Title: GitHub - Ceveloper/SkeletonDiffusion: Nonisotropic Gaussian Diffusion for Realistic 3D Human Motion Prediction: SkeletonDiffusion, a latent diffusion model with attention graph architecture · GitHub

Open Graph Title: GitHub - Ceveloper/SkeletonDiffusion: Nonisotropic Gaussian Diffusion for Realistic 3D Human Motion Prediction: SkeletonDiffusion, a latent diffusion model with attention graph architecture

X Title: GitHub - Ceveloper/SkeletonDiffusion: Nonisotropic Gaussian Diffusion for Realistic 3D Human Motion Prediction: SkeletonDiffusion, a latent diffusion model with attention graph architecture

Description: Nonisotropic Gaussian Diffusion for Realistic 3D Human Motion Prediction: SkeletonDiffusion, a latent diffusion model with attention graph architecture - Ceveloper/SkeletonDiffusion

Open Graph Description: Nonisotropic Gaussian Diffusion for Realistic 3D Human Motion Prediction: SkeletonDiffusion, a latent diffusion model with attention graph architecture - Ceveloper/SkeletonDiffusion

X Description: Nonisotropic Gaussian Diffusion for Realistic 3D Human Motion Prediction: SkeletonDiffusion, a latent diffusion model with attention graph architecture - Ceveloper/SkeletonDiffusion

Opengraph URL: https://github.com/Ceveloper/SkeletonDiffusion

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:82eea4b4-2a9a-8d57-b4ea-b5f741fbbca7
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	C884:C2F0E:3EB157:59B46C:6A4CA0BF
html-safe-nonce	f17b894cc0d34af073922362bfd04977190786d75804ae2e1f67cf9b4d18eacf
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visitor-hmac	4ecb73ae09dc1e0116c95d2665c5f6cc70996a358162e61113f8af821277b6d1
hovercard-subject-tag	repository:846483513
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/Ceveloper/SkeletonDiffusion
twitter:image	https://opengraph.githubassets.com/161cbb8c7c47a4123f36e165bdcacd3da8b8cef5e9791f1bbf73955f4cfe52ad/Ceveloper/SkeletonDiffusion
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/161cbb8c7c47a4123f36e165bdcacd3da8b8cef5e9791f1bbf73955f4cfe52ad/Ceveloper/SkeletonDiffusion
og:image:alt	Nonisotropic Gaussian Diffusion for Realistic 3D Human Motion Prediction: SkeletonDiffusion, a latent diffusion model with attention graph architecture - Ceveloper/SkeletonDiffusion
og:image:width	1200
og:image:height	600
og:site_name	GitHub
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turbo-cache-control	no-cache
go-import	github.com/Ceveloper/SkeletonDiffusion git https://github.com/Ceveloper/SkeletonDiffusion.git
octolytics-dimension-user_id	38587456
octolytics-dimension-user_login	Ceveloper
octolytics-dimension-repository_id	846483513
octolytics-dimension-repository_nwo	Ceveloper/SkeletonDiffusion
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	846483513
octolytics-dimension-repository_network_root_nwo	Ceveloper/SkeletonDiffusion
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
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release	ae90d426644ca15e89bacceb72e51f4e9dbf85f7
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

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Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FCeveloper%2FSkeletonDiffusion
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Reload	https://github.com/Ceveloper/SkeletonDiffusion
Reload	https://github.com/Ceveloper/SkeletonDiffusion
Reload	https://github.com/Ceveloper/SkeletonDiffusion
Ceveloper	https://github.com/Ceveloper
SkeletonDiffusion	https://github.com/Ceveloper/SkeletonDiffusion
Notifications	https://github.com/login?return_to=%2FCeveloper%2FSkeletonDiffusion
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Code	https://github.com/Ceveloper/SkeletonDiffusion
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Projects	https://github.com/Ceveloper/SkeletonDiffusion/projects
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Insights	https://github.com/Ceveloper/SkeletonDiffusion/pulse
	https://github.com/Ceveloper/SkeletonDiffusion
Branches	https://github.com/Ceveloper/SkeletonDiffusion/branches
Tags	https://github.com/Ceveloper/SkeletonDiffusion/tags
	https://github.com/Ceveloper/SkeletonDiffusion/branches
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8 Commits	https://github.com/Ceveloper/SkeletonDiffusion/commits/main/
	https://github.com/Ceveloper/SkeletonDiffusion/commits/main/
configs	https://github.com/Ceveloper/SkeletonDiffusion/tree/main/configs
configs	https://github.com/Ceveloper/SkeletonDiffusion/tree/main/configs
datasets/annotations	https://github.com/Ceveloper/SkeletonDiffusion/tree/main/datasets/annotations
datasets/annotations	https://github.com/Ceveloper/SkeletonDiffusion/tree/main/datasets/annotations
figures	https://github.com/Ceveloper/SkeletonDiffusion/tree/main/figures
figures	https://github.com/Ceveloper/SkeletonDiffusion/tree/main/figures
src	https://github.com/Ceveloper/SkeletonDiffusion/tree/main/src
src	https://github.com/Ceveloper/SkeletonDiffusion/tree/main/src
.gitignore	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/.gitignore
.gitignore	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/.gitignore
Inference Example.ipynb	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/Inference%20Example.ipynb
Inference Example.ipynb	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/Inference%20Example.ipynb
LICENSE	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/LICENSE
LICENSE	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/LICENSE
README.md	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/README.md
README.md	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/README.md
Visualize SkeletonDiffusion's Output - AMASS-MANO.ipynb	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/Visualize%20SkeletonDiffusion's%20Output%20-%20AMASS-MANO.ipynb
Visualize SkeletonDiffusion's Output - AMASS-MANO.ipynb	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/Visualize%20SkeletonDiffusion's%20Output%20-%20AMASS-MANO.ipynb
eval.py	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/eval.py
eval.py	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/eval.py
train_autoencoder.py	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/train_autoencoder.py
train_autoencoder.py	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/train_autoencoder.py
train_diffusion.py	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/train_diffusion.py
train_diffusion.py	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/train_diffusion.py
README	https://github.com/Ceveloper/SkeletonDiffusion
BSD-2-Clause license	https://github.com/Ceveloper/SkeletonDiffusion
	https://github.com/Ceveloper/SkeletonDiffusion#skeletondiffusion---nonisotropic-gaussian-diffusion-for-realistic-3d-human-motion-prediction-cvpr-2025
Website	https://ceveloper.github.io/publications/skeletondiffusion/
Paper	https://arxiv.org/abs/2501.06035
Video	https://www.youtube.com/watch?v=W9GzdDXN41M
Demo	https://huggingface.co/spaces/SkeletonDiffusion/SkeletonDiffusion_Demo
Cecilia Curreli	https://ceveloper.github.io/
Dominik Muhle	https://dominikmuhle.github.io/
Abhishek Saroha	https://cvg.cit.tum.de/members/saroha
Zhenzhang Ye	https://zhenzhang-ye.github.io/
Riccardo Marin	https://ricma.netlify.app/
Daniel Cremers	https://cvg.cit.tum.de/members/cremers
	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/figures/teaser_4d.png
	https://github.com/Ceveloper/SkeletonDiffusion#intro
	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/figures/example_AMASS_86_Transitions/obs+pred_far_0_obj.gif
	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/figures/example_AMASS_86_Transitions/obs+pred_far_3_obj.gif
	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/figures/example_AMASS_86_Transitions/obs+pred_far_4_obj.gif
	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/figures/example_AMASS_86_Transitions/obs+pred_far_6_obj.gif
	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/figures/example_AMASS_86_Transitions/obs+pred_far_7_obj.gif
	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/figures/example_AMASS_86_Transitions/obs+pred_far_8_obj.gif
	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/figures/example_AMASS_86_Transitions/obs+pred_far_9_obj.gif
	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/figures/example_AMASS_86_Transitions/obs+pred_far_10_obj.gif
	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/figures/example_AMASS_86_Transitions/obs+pred_far_11_obj.gif
	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/figures/example_AMASS_86_Transitions/obs+pred_far_13_obj.gif
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	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/figures/example_AMASS_86_Transitions/obs+pred_closest_GT_obj.gif
	https://github.com/Ceveloper/SkeletonDiffusion#index
Intro	https://github.com/Ceveloper/SkeletonDiffusion#intro
Nonisotropic Gaussian Diffusion plug-and-play	https://github.com/Ceveloper/SkeletonDiffusion#nonisotropic-gaussian-diffusion
Installation	https://github.com/Ceveloper/SkeletonDiffusion#installation
Environment	https://github.com/Ceveloper/SkeletonDiffusion#1-environment
Checkpoints	https://github.com/Ceveloper/SkeletonDiffusion#2-checkpoints
Datasets	https://github.com/Ceveloper/SkeletonDiffusion#datasets
AMASS & AMASS-MANO	https://github.com/Ceveloper/SkeletonDiffusion#amass
FreeMan	https://github.com/Ceveloper/SkeletonDiffusion#freeman
Human3.6M	https://github.com/Ceveloper/SkeletonDiffusion#human36m
3D Poses in the Wild	https://github.com/Ceveloper/SkeletonDiffusion#3d-poses-in-the-wild
Inference	https://github.com/Ceveloper/SkeletonDiffusion#inference
Evaluation	https://github.com/Ceveloper/SkeletonDiffusion#evaluation
Training	https://github.com/Ceveloper/SkeletonDiffusion#training
Autoencoder	https://github.com/Ceveloper/SkeletonDiffusion#1-autoencoder
Diffusion	https://github.com/Ceveloper/SkeletonDiffusion#2-diffusion
About Training Time	https://github.com/Ceveloper/SkeletonDiffusion#about-training-time
How to Resume Training	https://github.com/Ceveloper/SkeletonDiffusion#how-to-resume-training
Running our Implementation as Isotropic	https://github.com/Ceveloper/SkeletonDiffusion#running-our-implementation-as-isotropic
Visualizations	https://github.com/Ceveloper/SkeletonDiffusion#visualize-human-motions
License	https://github.com/Ceveloper/SkeletonDiffusion#license
Citation	https://github.com/Ceveloper/SkeletonDiffusion#citation
	https://github.com/Ceveloper/SkeletonDiffusion#nonisotropic-gaussian-diffusion---plug-and-play
lucidrains	https://github.com/lucidrains/denoising-diffusion-pytorch
	https://github.com/Ceveloper/SkeletonDiffusion#installation
	https://github.com/Ceveloper/SkeletonDiffusion#1-environment
	https://github.com/Ceveloper/SkeletonDiffusion#2-checkpoints
Huggingface	https://huggingface.co/SkeletonDiffusion/ModelCheckpoints
	https://github.com/Ceveloper/SkeletonDiffusion#datasets
AMASS	https://amass.is.tue.mpg.de/
	https://github.com/Ceveloper/SkeletonDiffusion#amass
https://github.com/BarqueroGerman/BeLFusion/tree/main	https://github.com/BarqueroGerman/BeLFusion/tree/main
here	https://smpl.is.tue.mpg.de
here	https://mano.is.tue.mpg.de/
	https://github.com/Ceveloper/SkeletonDiffusion#amass-mano
FreeMan	https://huggingface.co/datasets/wjwow/FreeMan
	https://github.com/Ceveloper/SkeletonDiffusion#freeman
Human3.6M	http://vision.imar.ro/human3.6m/description.php
	https://github.com/Ceveloper/SkeletonDiffusion#human36m
3D Poses in the Wild	https://virtualhumans.mpi-inf.mpg.de/3DPW/
	https://github.com/Ceveloper/SkeletonDiffusion#3d-poses-in-the-wild
	https://github.com/Ceveloper/SkeletonDiffusion#inference
	https://github.com/Ceveloper/SkeletonDiffusion#evaluation
	https://github.com/Ceveloper/SkeletonDiffusion#training
	https://github.com/Ceveloper/SkeletonDiffusion#1-autoencoder
	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/figures/arch_autoencoder.jpg
	https://github.com/Ceveloper/SkeletonDiffusion#amass-1
	https://github.com/Ceveloper/SkeletonDiffusion#freeman-1
	https://github.com/Ceveloper/SkeletonDiffusion#human36m-1
	https://github.com/Ceveloper/SkeletonDiffusion#2-diffusion
	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/figures/arch_diffusion.jpg
	https://github.com/Ceveloper/SkeletonDiffusion#about-training-time
	https://github.com/Ceveloper/SkeletonDiffusion#amass-2
	https://github.com/Ceveloper/SkeletonDiffusion#freeman-2
	https://github.com/Ceveloper/SkeletonDiffusion#human36m-2
	https://github.com/Ceveloper/SkeletonDiffusion#how-to-resume-training
	https://github.com/Ceveloper/SkeletonDiffusion#running-our-implementation-as-isotropic
	https://github.com/Ceveloper/SkeletonDiffusion#visualize-human-motions
AMASS-skeleton-to-SMPL	https://github.com/Ceveloper/AMASS-skeleton-to-SMPL
	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/figures/amass_skeleton.gif
	https://github.com/Ceveloper/SkeletonDiffusion/blob/main/figures/smpl_mesh.gif
	https://github.com/Ceveloper/SkeletonDiffusion#license
	https://github.com/Ceveloper/SkeletonDiffusion#citation
ceveloper.github.io/publications/skeletondiffusion/	https://ceveloper.github.io/publications/skeletondiffusion/
diffusion-model	https://github.com/topics/diffusion-model
anisotropic-diffusion	https://github.com/topics/anisotropic-diffusion
human-motion-prediction	https://github.com/topics/human-motion-prediction
graph-attention-network	https://github.com/topics/graph-attention-network
human-motion-generation	https://github.com/topics/human-motion-generation
generative-diffusion-model	https://github.com/topics/generative-diffusion-model
latent-diffusion-model	https://github.com/topics/latent-diffusion-model
graph-attention-autoencoder	https://github.com/topics/graph-attention-autoencoder
Readme	https://github.com/Ceveloper/SkeletonDiffusion#readme-ov-file
BSD-2-Clause license	https://github.com/Ceveloper/SkeletonDiffusion#BSD-2-Clause-1-ov-file
Please reload this page	https://github.com/Ceveloper/SkeletonDiffusion
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Please reload this page	https://github.com/Ceveloper/SkeletonDiffusion
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Please reload this page	https://github.com/Ceveloper/SkeletonDiffusion
Jupyter Notebook 70.9%	https://github.com/Ceveloper/SkeletonDiffusion/search?l=jupyter-notebook
Python 29.1%	https://github.com/Ceveloper/SkeletonDiffusion/search?l=python
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Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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