Given that only output variables of the system are measurable, the method employs fuzzy state observers to reconstruct other unmeasured states. Novel performance index functions that incorporate ...

Autoencoder.py defines a class that pretrains and unrolls a deep autoencoder, as described in "Reducing the Dimensionality of Data with Neural Networks" by Hinton and Salakhutdinov. The layer ...

MECFormer consists of autoencoder, encoder, and dual-path aggregation decoder. First, the autoencoder extracts multi-scale exposure features representing the level of input exposure. Second, the ...

We are releasing Stable Video 4D 2.0 (SV4D 2.0), an enhanced video-to-4D diffusion model for high-fidelity novel-view video synthesis and 4D asset generation. For research purposes: We also train a ...