Concepedia

Fast animal pose estimation using deep neural networks

Talmo Pereira, Diego Aldarondo, Lindsay Willmore, Mikhail Kislin, Samuel S.‐H. Wang, Mala Murthy, Joshua W. Shaevitz

Nature Methods · 2018 · 721 citations · 42 references

Open access

Concepts

ComputingComputer ScienceEntomologyAnimal BehaviorComputer VisionMachine LearningAction RecognitionDeep LearningMotion CaptureMotion EstimationPose EstimationAnimal Pose EstimationBody Pose EstimationConvolutional Neural NetworksDeep Learning-based EstimationDrosophila ModelsGait DynamicsPose TrackingUnsupervised Classification

References

42

Visualizing Data using t-SNE

Laurens van der Maaten, Geoffrey E. Hinton · Journal of Machine Learning Research · 2008 · 35.7K citations

Computing, Data Science, Visualization +13

Fully Convolutional Networks for Semantic Segmentation

Evan Shelhamer, Jonathan Long, Trevor Darrell · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2016 · 11.1K citations

Computing, Computer Science, Computer Vision +13

Realtime Multi-person 2D Pose Estimation Using Part Affinity Fields

Zhe Cao, Tomas Simon, Shih-En Wei et al. · 2017 · 7.3K citations

Computing, Computer Science, Computational Geometry +14

Error bounds for convolutional codes and an asymptotically optimum decoding algorithm

Andrew J. Viterbi · IEEE Transactions on Information Theory · 1967 · 6.8K citations

Engineering, Computer Science, Electrical Engineering +14

DeepLabCut: markerless pose estimation of user-defined body parts with deep learning

Alexander Mathis, Pranav Mamidanna, Kevin M. Cury et al. · Nature Neuroscience · 2018 · 5.6K citations · Full text

Computing, Computer Science, Robotics Engineering +11