Character Motion Animation ML Frameworks

Deep learning frameworks for generating, transferring, and editing character motion and animation. Includes keypoint-based animation, motion retargeting, and articulated body animation. Does NOT include general video processing, pose estimation without animation generation, or static image manipulation.

There are 33 character motion animation frameworks tracked. 2 score above 50 (established tier). The highest-rated is pypose/pypose at 62/100 with 1,513 stars and 21,895 monthly downloads.

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# Framework Score Tier
1 pypose/pypose

A library for differentiable robotics on manifolds.

62
Established
2 MarcoForte/FBA_Matting

Official repository for the paper F, B, Alpha Matting

55
Established
3 snap-research/articulated-animation

Code for Motion Representations for Articulated Animation paper

46
Emerging
4 dyelax/Adversarial_Video_Generation

A TensorFlow Implementation of "Deep Multi-Scale Video Prediction Beyond...

44
Emerging
5 foamliu/Deep-Image-Matting

Deep Image Matting

44
Emerging
6 DeepMotionEditing/deep-motion-editing

An end-to-end library for editing and rendering motion of 3D characters with...

42
Emerging
7 rundiwu/2D-Motion-Retargeting

PyTorch implementation for our paper Learning Character-Agnostic Motion for...

41
Emerging
8 PeizhuoLi/neural-blend-shapes

An end-to-end library for automatic character rigging, skinning, and blend...

40
Emerging
9 anilbas/3DMMasSTN

MatConvNet implementation for incorporating a 3D Morphable Model (3DMM) into...

40
Emerging
10 tteepe/GaitGraph

Official repository for "GaitGraph: Graph Convolutional Network for...

38
Emerging
11 ZumoLabs/zpy

Synthetic data for computer vision. An open source toolkit using Blender and Python.

35
Emerging
12 google/retiming

Code for "Layered Neural Rendering for Retiming People in Video."

34
Emerging
13 Westlake-AI/MogaNet

[ICLR 2024] MogaNet: Efficient Multi-order Gated Aggregation Network

34
Emerging
14 AliaksandrSiarohin/monkey-net

Animating Arbitrary Objects via Deep Motion Transfer

32
Emerging
15 jrcalgo/generative-mouse-trajectories

GAN-based imitation learning of user mouse movements

32
Emerging
16 MoritzKappel/HF-NHMT

Official PyTorch Implementation of 'High-Fidelity Neural Human Motion...

31
Emerging
17 wein98/webapp-first-order-motion

This repository contains the source code for the paper First Order Motion...

28
Experimental
18 MMehdiMousavi/SuperCaustics

Real-time, open-source simulation of transparent objects for deep learning...

27
Experimental
19 UPC-ViRVIG/pymotion

A Python library for working with motion data in numpy or PyTorch

26
Experimental
20 kuksindo/GenoViewPython-MotionMatching

🤖 Implement motion matching in Python using GenoViewPython for efficient...

25
Experimental
21 DK-Jang/MOCHA_SIGASIA2023

Official implementation for "MOCHA: Real-Time Motion Characterization via...

25
Experimental
22 LukasHedegaard/continual-skeletons

Official codebase for "Online Skeleton-based Action Recognition with...

25
Experimental
23 fabioo29/physio-motion-transfer

Official repo for Physio Motion Transfer "A Deep Learning approach for human...

24
Experimental
24 JizhiziLi/matting-survey

Deep Image Matting: A Comprehensive Survey

24
Experimental
25 mrbid/FaceTo3D

Attempts to take an image of a face and convert it to a 3D head.

23
Experimental
26 AxisCommunications/blenderset-addon

Blenderset is tool for creating synthetic training data using blender. It...

21
Experimental
27 dolphin-in-a-coma/sssumo

The repository for the article "SSSUMO: Real-Time Semi-Supervised...

21
Experimental
28 hpc203/image-retouching-opencv-dnn

使用OpenCV部署图像修饰,包含C++和Python两个版本的程序

19
Experimental
29 HPAI-BSC/SuSy

SuSy is a Spatial-Based Synthetic Image Detection and Recognition Model,...

16
Experimental
30 Andrewinc9720/MoCA

🛠️ Develop scalable 3D models using Mixture-of-Components Attention for...

14
Experimental
31 Galleonromanpace289/MoGA

🎥 Generate long videos with advanced Mixture-of-Groups Attention, improving...

14
Experimental
32 abhaskumarsinha/KMT

A Keras-based motion transfer model leveraging first-order Jacobian-based...

13
Experimental
33 abs711/Optimizing-representations-for-gait-generation

Using encoder-decoder neural networks to learn representations of personal...

12
Experimental