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Animal Pose Estimation

4 papers with code · Computer Vision
Subtask of Pose Estimation

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

Greatest papers with code

Pretraining boosts out-of-domain robustness for pose estimation

24 Sep 2019DeepLabCut/DeepLabCut

Deep neural networks are highly effective tools for human and animal pose estimation.

ANIMAL POSE ESTIMATION TRANSFER LEARNING

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

bioRxiv 2020 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