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Animal pose estimation is the task of identifying the pose of an animal.

( Image credit: Using DeepLabCut for 3D markerless pose estimation across species and behaviors )

Benchmarks

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Datasets

Greatest papers with code

Markerless tracking of user-defined features with deep learning

9 Apr 2018DeepLabCut/DeepLabCut

Quantifying behavior is crucial for many applications in neuroscience.

ANIMAL POSE ESTIMATION TRANSFER LEARNING

WormPose: Image synthesis and convolutional networks for pose estimation in C. elegans

Plos Computational Biology 2021 iteal/wormpose

An important model system for understanding genes, neurons and behavior, the nematode worm C. elegans naturally moves through a variety of complex postures, for which estimation from video data is challenging.

ANIMAL POSE ESTIMATION IMAGE GENERATION

AcinoSet: A 3D Pose Estimation Dataset and Baseline Models for Cheetahs in the Wild

24 Mar 2021African-Robotics-Unit/AcinoSet

Animals are capable of extreme agility, yet understanding their complex dynamics, which have ecological, biomechanical and evolutionary implications, remains challenging.

3D POSE ESTIMATION ANIMAL POSE ESTIMATION LEGGED ROBOTS

Structured Context Enhancement Network for Mouse Pose Estimation

1 Dec 2020FeixiangZhou/GM-SCENet

However, quantifying mouse behaviours from videos or images remains a challenging problem, where pose estimation plays an important role in describing mouse behaviours.

ANIMAL POSE ESTIMATION