Mathis Group @ EPFL

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27 repositories

.github
Public
1•0•0•0•Updated Dec 22, 2024Dec 22, 2024
BehaveMAE
Public
[ECCV 2024] "Elucidating the Hierarchical Nature of Behavior with Masked Autoencoders"
Python
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Apache License 2.0
•0•17•0•0•Updated Dec 17, 2024Dec 17, 2024
MyoChallengeAnalysis
Public
[Neuron 2024] Analysis of Baoding ball policy from MyoChallenge at NeurIPS 2022
reinforcement-learning computational-neuroscience rl muscle-synergies skill-learning neuroai
Jupyter Notebook
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MIT License
•0•6•0•0•Updated Dec 16, 2024Dec 16, 2024
myochallenge
Public
[NeurIPS 2022, Neuron 2024] Winning code for the Baoding ball MyoChallenge at NeurIPS 2022
reinforcement-learning curriculum-learning muscles
Python
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MIT License
•1•17•0•0•Updated Dec 16, 2024Dec 16, 2024
dlc2action_annotation
Public
Simple vispy-based frame-by-frame behavior annotation GUI. Also can display DeepLabCut poses within videos during annotation.
deeplabcut action-segmentation behavioral-analysis dlc2action
Python
•1•14•2•2•Updated Dec 12, 2024Dec 12, 2024
HOISDF
Public
[CVPR 2024] HOISDF: Constraining 3D Hand-Object Pose Estimation with Global Signed Distance Fields
3d pose-estimation hand-object-interaction
Python
•2•60•2•0•Updated Aug 31, 2024Aug 31, 2024
DLCutils
Public
Various scripts to support deeplabcut...
Jupyter Notebook
•67•0•0•0•Updated Jul 24, 2024Jul 24, 2024
odeformer
Public
Jupyter Notebook
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MIT License
•9•2•0•0•Updated Jul 24, 2024Jul 24, 2024
myochallenge-lattice
Public
Repository for 2023 myochallenge submissions
HTML
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MIT License
•4•12•1•0•Updated Jun 11, 2024Jun 11, 2024
BUCTD
Public
[ICCV 2023] "Rethinking pose estimation in crowds: overcoming the detection information-bottleneck and ambiguity"
computer-vision pose-estimation deeplabcut
Python
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Apache License 2.0
•8•92•0•0•Updated May 23, 2024May 23, 2024
Megatron-LLM
Public
distributed trainer for LLMs
Python
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Other
•78•0•0•0•Updated May 5, 2024May 5, 2024
LemanicHackathon
Public
1st Lemanic Hackathon
1•4•0•0•Updated Apr 26, 2024Apr 26, 2024
NX-414
Public
Coding course materials for Brain-like computation and intelligence
Jupyter Notebook
•7•6•0•0•Updated Apr 23, 2024Apr 23, 2024
Task-driven-Proprioception
Public
[Cell 2024]: Code for Task-driven neural network models predict neural dynamics of proprioception by Marin Vargas* and Bisi* et al.
neuroscience biomechanics deeplabcut proprioception task-driven-modeling
Jupyter Notebook
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MIT License
•2•11•0•0•Updated Mar 25, 2024Mar 25, 2024
DLC2action
Public
DLC2Action is an action segmentation package that makes running and tracking of machine learning experiments easy.
action-recognition deeplabcut action-segmentation behavioral-analysis dlc2action
HTML
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Other
•3•24•1•0•Updated Mar 15, 2024Mar 15, 2024
wildclip
Public
Scene and animal attribute retrieval from camera trap data with domain-adapted vision-language models
behavior computer-vision clip camera-trap computervision visual-language-models
Python
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GNU General Public License v3.0
•1•17•0•0•Updated Mar 8, 2024Mar 8, 2024
lattice
Public
[NeurIPS 2023] Latent Exploration for Reinforcement Learning
reinforcement-learning exploration sensorimotor-learning inductive-bias
Python
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MIT License
•1•34•0•0•Updated Feb 23, 2024Feb 23, 2024
dmap
Public
[NeurIPS 2022] DMAP: a Distributed Morphological Attention Policy for Learning to Locomote with a Changing Body
reinforcement-learning motor-control distributed-reinforcement-learning sensorimotor-learning proprioception
Python
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MIT License
•1•15•0•0•Updated Sep 15, 2023Sep 15, 2023
DeepDraw
Public
[eLife 2023] Code for "Contrasting action and posture coding with hierarchical deep neural network models of proprioception"
deep-neural-networks deep-learning computational-neuroscience systems-identification proprioception task-driven-modeling
Jupyter Notebook
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MIT License
•2•12•0•0•Updated Jul 24, 2023Jul 24, 2023
poet
Public
End-to-end trainable model for pose estimation
coco keypoint-estimation
Jupyter Notebook
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Apache License 2.0
•2•10•0•0•Updated May 26, 2023May 26, 2023
Horse-10-benchmark
Public
Evaluation code for the horse-10 dataset!
pose-estimation robustness domain-adaptation deeplabcut
Python
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MIT License
•0•0•0•0•Updated Apr 19, 2023Apr 19, 2023
myosuite
Public
MyoSuite is a collection of environments/tasks to be solved by musculoskeletal models simulated with the MuJoCo physics engine and wrapped in the OpenAI gym API.
Python
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Apache License 2.0
•114•0•0•0•Updated Feb 11, 2023Feb 11, 2023
DeepLabCut-Workshop-Materials
Public
Workshop material for using DeepLabCut
Python
•36•1•0•0•Updated Nov 18, 2022Nov 18, 2022
AcinoSet
Public
Camera calibration & 3D pose estimation tools for AcinoSet
Jupyter Notebook
•14•1•0•0•Updated Jul 15, 2022Jul 15, 2022
POET-live
Public
SDK for running DLC/POET on a live video stream
Python
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Other
•0•1•0•0•Updated Jul 14, 2022Jul 14, 2022
POET-live-GUI
Public
GUI to run POET-live on a video feed.
Python
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GNU General Public License v3.0
•0•1•0•0•Updated Jul 14, 2022Jul 14, 2022
Primer-MotionCapture
Public
A Primer on Motion Capture with Deep Learning:Principles, Pitfalls and Perspectives
Jupyter Notebook
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MIT License
•6•0•0•0•Updated Nov 21, 2021Nov 21, 2021