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Automatic DJ Transitions with Differentiable Audio Effects and Generative Adversarial Networks


Oct 13, 2021
Bo-Yu Chen, Wei-Han Hsu, Wei-Hsiang Liao, Marco A. Martínez Ramírez, Yuki Mitsufuji, Yi-Hsuan Yang

* Submitted to ICASSP 2022 

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KaraSinger: Score-Free Singing Voice Synthesis with VQ-VAE using Mel-spectrograms


Oct 08, 2021
Chien-Feng Liao, Jen-Yu Liu, Yi-Hsuan Yang

* Submitted to ICASSP 2022 

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Variable-Length Music Score Infilling via XLNet and Musically Specialized Positional Encoding


Aug 11, 2021
Chin-Jui Chang, Chun-Yi Lee, Yi-Hsuan Yang

* The paper has been accepted for publication at ISMIR 2021 

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A Benchmarking Initiative for Audio-Domain Music Generation Using the Freesound Loop Dataset


Aug 03, 2021
Tun-Min Hung, Bo-Yu Chen, Yen-Tung Yeh, Yi-Hsuan Yang

* The paper has been accepted for publication at ISMIR 2021 

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EMOPIA: A Multi-Modal Pop Piano Dataset For Emotion Recognition and Emotion-based Music Generation


Aug 03, 2021
Hsiao-Tzu Hung, Joann Ching, Seungheon Doh, Nabin Kim, Juhan Nam, Yi-Hsuan Yang

* The paper has been accepted for publication at ISMIR 2021 

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DadaGP: A Dataset of Tokenized GuitarPro Songs for Sequence Models


Jul 30, 2021
Pedro Sarmento, Adarsh Kumar, CJ Carr, Zack Zukowski, Mathieu Barthet, Yi-Hsuan Yang


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MidiBERT-Piano: Large-scale Pre-training for Symbolic Music Understanding


Jul 12, 2021
Yi-Hui Chou, I-Chun Chen, Chin-Jui Chang, Joann Ching, Yi-Hsuan Yang


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Source Separation-based Data Augmentation for Improved Joint Beat and Downbeat Tracking


Jun 16, 2021
Ching-Yu Chiu, Joann Ching, Wen-Yi Hsiao, Yu-Hua Chen, Alvin Wen-Yu Su, Yi-Hsuan Yang

* Accepted to European Signal Processing Conference (EUSIPCO 2021) 

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Drum-Aware Ensemble Architecture for Improved Joint Musical Beat and Downbeat Tracking


Jun 16, 2021
Ching-Yu Chiu, Alvin Wen-Yu Su, Yi-Hsuan Yang

* Accepted to IEEE Signal Processing Letters (May 2021) 

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Relative Positional Encoding for Transformers with Linear Complexity


Jun 10, 2021
Antoine Liutkus, Ondřej Cífka, Shih-Lun Wu, Umut Şimşekli, Yi-Hsuan Yang, Gaël Richard

* ICML 2021 (long talk) camera-ready. 24 pages 

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MuseMorphose: Full-Song and Fine-Grained Music Style Transfer with Just One Transformer VAE


May 10, 2021
Shih-Lun Wu, Yi-Hsuan Yang

* Preprint. 26 pages, 7 figures, and 8 tables 

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Compound Word Transformer: Learning to Compose Full-Song Music over Dynamic Directed Hypergraphs


Jan 07, 2021
Wen-Yi Hsiao, Jen-Yu Liu, Yin-Cheng Yeh, Yi-Hsuan Yang


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Mixing-Specific Data Augmentation Techniques for Improved Blind Violin/Piano Source Separation


Aug 06, 2020
Ching-Yu Chiu, Wen-Yi Hsiao, Yin-Cheng Yeh, Yi-Hsuan Yang, Alvin Wen-Yu Su

* Accepted to IEEE 22nd International Workshop on Multimedia Signal Processing (MMSP 2020) 

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Neural Loop Combiner: Neural Network Models for Assessing the Compatibility of Loops


Aug 05, 2020
Bo-Yu Chen, Jordan B. L. Smith, Yi-Hsuan Yang

* Accepted to the 21st International Society for Music Information Retrieval Conference (ISMIR 2020) 

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The Jazz Transformer on the Front Line: Exploring the Shortcomings of AI-composed Music through Quantitative Measures


Aug 04, 2020
Shih-Lun Wu, Yi-Hsuan Yang

* Accepted to the 21st International Society for Music Information Retrieval Conference (ISMIR 2020) 

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Speech-to-Singing Conversion based on Boundary Equilibrium GAN


May 30, 2020
Da-Yi Wu, Yi-Hsuan Yang


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Unconditional Audio Generation with Generative Adversarial Networks and Cycle Regularization


May 18, 2020
Jen-Yu Liu, Yu-Hua Chen, Yin-Cheng Yeh, Yi-Hsuan Yang


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A Comparative Study of Western and Chinese Classical Music based on Soundscape Models


Feb 20, 2020
Jianyu Fan, Yi-Hsuan Yang, Kui Dong, Philippe Pasquier

* Paper accepted for 45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020) 

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Addressing the confounds of accompaniments in singer identification


Feb 17, 2020
Tsung-Han Hsieh, Kai-Hsiang Cheng, Zhe-Cheng Fan, Yu-Ching Yang, Yi-Hsuan Yang


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Speech-to-Singing Conversion in an Encoder-Decoder Framework


Feb 16, 2020
Jayneel Parekh, Preeti Rao, Yi-Hsuan Yang

* Accepted at IEEE ICASSP 2020 

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Pop Music Transformer: Generating Music with Rhythm and Harmony


Feb 01, 2020
Yu-Siang Huang, Yi-Hsuan Yang


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Automatic Melody Harmonization with Triad Chords: A Comparative Study


Jan 08, 2020
Yin-Cheng Yeh, Wen-Yi Hsiao, Satoru Fukayama, Tetsuro Kitahara, Benjamin Genchel, Hao-Min Liu, Hao-Wen Dong, Yian Chen, Terence Leong, Yi-Hsuan Yang

* 20 pages, 6 figures, submitted to JNMR 

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Score and Lyrics-Free Singing Voice Generation


Dec 26, 2019
Jen-Yu Liu, Yu-Hua Chen, Yin-Cheng Yeh, Yi-Hsuan Yang


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Improving Automatic Jazz Melody Generation by Transfer Learning Techniques


Aug 26, 2019
Hsiao-Tzu Hung, Chung-Yang Wang, Yi-Hsuan Yang, Hsin-Min Wang

* 8 pages, Accepted to APSIPA ASC(Asia-Pacific Signal and Information Processing Association Annual Summit and Conference ) 2019 

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Dilated Convolution with Dilated GRU for Music Source Separation


Jun 04, 2019
Jen-Yu Liu, Yi-Hsuan Yang


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Towards a Deeper Understanding of Adversarial Losses


Jan 25, 2019
Hao-Wen Dong, Yi-Hsuan Yang


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Training Generative Adversarial Networks with Binary Neurons by End-to-end Backpropagation


Oct 10, 2018
Hao-Wen Dong, Yi-Hsuan Yang


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Convolutional Generative Adversarial Networks with Binary Neurons for Polyphonic Music Generation


Oct 06, 2018
Hao-Wen Dong, Yi-Hsuan Yang

* A preliminary version of this paper appeared in ISMIR 2018. In this version, we added an appendix to provide figures of sample results and remarks on the end-to-end models 

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