Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Most recent approaches to monocular 3D pose estimation rely on Deep Learning. They either train a Convolutional Neural Network to directly regress from image to 3D pose, which ignores the dependencies beten human joints, or model these dependencies via a max-margin structured learning framework, which involves a high computational cost at inference time. ,  introduce a Deep Learning regression architecture for structured prediction of 3D human pose from monocular images that relies on an overcomplete autoencoder to learn a high-dimensional latent pose representation and account for joint dependencies.  demonstrate that our approach outperforms state-of-the-art ones both in terms of structure preservation and prediction accuracy.
['Bugra Tekin', 'Isinsu Katircioglu', 'Mathieu Salzmann', 'Vincent Lepetit', 'Pascal Fua']
I am writing a research paper on a idea Structured Prediction of 3D Human Pose with Deep Neural Networks
[{"from": "human", "value": "I am writing a research paper on a idea Structured Prediction of 3D Human Pose with Deep Neural Networks"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Most recent approaches to monocular 3D pose estimation rely on Deep Learning. They either train a Convolutional Neural Network to directly regress from image to 3D pose, which ignores the dependencies beten human joints, or model these dependencies via a max-margin structured learning framework, which involves a high computational cost at inference time. ,  introduce a Deep Learning regression architecture for structured prediction of 3D human pose from monocular images that relies on an overcomplete autoencoder to learn a high-dimensional latent pose representation and account for joint dependencies.  demonstrate that our approach outperforms state-of-the-art ones both in terms of structure preservation and prediction accuracy."}]