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DeepLabCut: markerless pose estimation of user-defined body parts with deep learning
Quantifying behavior is crucial for many applications in neuroscience. Videography provides
easy methods for the observation and recording of animal behavior in diverse settings, yet …
easy methods for the observation and recording of animal behavior in diverse settings, yet …
Measuring behavior across scales
GJ Berman - BMC biology, 2018 - Springer
The need for high-throughput, precise, and meaningful methods for measuring behavior has
been amplified by our recent successes in measuring and manipulating neural circuitry. The …
been amplified by our recent successes in measuring and manipulating neural circuitry. The …
Using DeepLabCut for 3D markerless pose estimation across species and behaviors
Noninvasive behavioral tracking of animals during experiments is critical to many scientific
pursuits. Extracting the poses of animals without using markers is often essential to …
pursuits. Extracting the poses of animals without using markers is often essential to …
Ethology as a physical science
Ethology as a physical science | Nature Physics Skip to main content Thank you for visiting
nature.com. You are using a browser version with limited support for CSS. To obtain the best …
nature.com. You are using a browser version with limited support for CSS. To obtain the best …
DeepPoseKit, a software toolkit for fast and robust animal pose estimation using deep learning
Quantitative behavioral measurements are important for answering questions across
scientific disciplines—from neuroscience to ecology. State-of-the-art deep-learning methods …
scientific disciplines—from neuroscience to ecology. State-of-the-art deep-learning methods …
Fast animal pose estimation using deep neural networks
The need for automated and efficient systems for tracking full animal pose has increased
with the complexity of behavioral data and analyses. Here we introduce LEAP (LEAP …
with the complexity of behavioral data and analyses. Here we introduce LEAP (LEAP …
Pose estimation and behavior classification of broiler chickens based on deep neural networks
Poultry behavior is an important indicator for diagnosing poultry diseases. Accurate pose
estimation is the basis of poultry behavior analysis, and it provides poultry disease warning …
estimation is the basis of poultry behavior analysis, and it provides poultry disease warning …
DeepFly3D, a deep learning-based approach for 3D limb and appendage tracking in tethered, adult Drosophila
Studying how neural circuits orchestrate limbed behaviors requires the precise
measurement of the positions of each appendage in three-dimensional (3D) space. Deep …
measurement of the positions of each appendage in three-dimensional (3D) space. Deep …
Pose estimation-based lameness recognition in broiler using CNN-LSTM network
Poultry behavior is a critical indicator of its health and welfare. Lameness is a clinical
symptom indicating the existence of health problems in poultry. Therefore, lameness …
symptom indicating the existence of health problems in poultry. Therefore, lameness …
LiftPose3D, a deep learning-based approach for transforming two-dimensional to three-dimensional poses in laboratory animals
Abstract Markerless three-dimensional (3D) pose estimation has become an indispensable
tool for kinematic studies of laboratory animals. Most current methods recover 3D poses by …
tool for kinematic studies of laboratory animals. Most current methods recover 3D poses by …