Search Results for author: Roger B. Dannenberg

Found 6 papers, 1 papers with code

Modeling Analog Dynamic Range Compressors using Deep Learning and State-space Models

no code implementations24 Mar 2024 Hanzhi Yin, Gang Cheng, Christian J. Steinmetz, Ruibin Yuan, Richard M. Stern, Roger B. Dannenberg

We describe a novel approach for developing realistic digital models of dynamic range compressors for digital audio production by analyzing their analog prototypes.

Motif-Centric Representation Learning for Symbolic Music

1 code implementation19 Sep 2023 Yuxuan Wu, Roger B. Dannenberg, Gus Xia

Music motif, as a conceptual building block of composition, is crucial for music structure analysis and automatic composition.

Contrastive Learning Information Retrieval +3

Controllable deep melody generation via hierarchical music structure representation

no code implementations2 Sep 2021 Shuqi Dai, Zeyu Jin, Celso Gomes, Roger B. Dannenberg

Recent advances in deep learning have expanded possibilities to generate music, but generating a customizable full piece of music with consistent long-term structure remains a challenge.

Music Generation

Be Careful What You Backpropagate: A Case For Linear Output Activations & Gradient Boosting

no code implementations13 Jul 2017 Anders Oland, Aayush Bansal, Roger B. Dannenberg, Bhiksha Raj

To this end, we demonstrate faster convergence and better performance on diverse classification tasks: image classification using CIFAR-10 and ImageNet, and semantic segmentation using PASCAL VOC 2012.

Classification General Classification +2

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