

Resfields
Overview :
ResFields are specifically designed neural networks for effectively representing complex spatio-temporal signals. By incorporating time-varying weights into the multi-layer perceptron, it enhances the model's expressive power with trainable residual parameters. This method can be seamlessly integrated into existing technologies and significantly improves the results of challenging tasks such as 2D video approximation, dynamic shape modeling, and dynamic NeRF reconstruction.
Target Users :
["2D Video Approximation","Dynamic Shape Modeling","Dynamic NeRF Reconstruction"]
Use Cases
Used for video compression and reconstruction
Used for modeling and rendering of dynamic 3D scenes
Used for capturing and reconstruction of time-varying 3D data
Features
Integrate time-varying weights into multi-layer perceptrons
Enhance the model's expressive power with trainable low-rank residual parameters
Seamlessly compatible with existing MLP networks, maintaining inference and training speed
Improve the generalization capabilities of the model
Broadly applicable in various MLP network representation of spatio-temporal signals
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