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Marker-Less Motion Capture of Insect Locomotion With Deep Neural Networks Pre-trained[...]
DATA AVAILABILITY STATEMENT
MATERIALS AND METHODS
Video Recordings of Walking Animals
Synthetic Videos
Deep Neural Network Models
Experiments
Experiment I: The Relative Effect of Scaling, Translation and Rotation
Experiment II: How Much Rotation Is Required?
Experiment III: Transfer From Synthetic to Real Videos
RESULTS
Random Transformations
Significance of Rotation by 180
Transfer to Experimental Data
DISCUSSION
Requirements on Feature Variation
Benefits and Limits of Pre-training With Synthetic Data
DATA AVAILABILITY STATEMENT
AUTHOR CONTRIBUTIONS
FUNDING
ACKNOWLEDGMENTS
SUPPLEMENTARY MATERIAL
REFERENCES
Journal Article
Marker-Less Motion Capture of Insect Locomotion With Deep Neural Networks Pre-trained on Synthetic Videos
Place and Date of Creation
2021
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