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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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Pop Music Highlighter: Marking the Emotion Keypoints

Sep 25, 2018
Yu-Siang Huang, Szu-Yu Chou, Yi-Hsuan Yang

* Transactions of the ISMIR vol. 1, no. 1 

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Lead Sheet Generation and Arrangement by Conditional Generative Adversarial Network

Jul 30, 2018
Hao-Min Liu, Yi-Hsuan Yang

* 7 pages, 7 figures and 4 tables 

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Singing Style Transfer Using Cycle-Consistent Boundary Equilibrium Generative Adversarial Networks

Jul 06, 2018
Cheng-Wei Wu, Jen-Yu Liu, Yi-Hsuan Yang, Jyh-Shing R. Jang

* ICML Workshop 2018 (Joint Music Workshop) 
* 3 pages, 3 figures, demo website: http://mirlab.org/users/haley.wu/cybegan 

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Backpropagation with N-D Vector-Valued Neurons Using Arbitrary Bilinear Products

May 24, 2018
Zhe-Cheng Fan, Tak-Shing T. Chan, Yi-Hsuan Yang, Jyh-Shing R. Jang

* 14 pages, 8 figures, 3 tables 

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Weakly-supervised Visual Instrument-playing Action Detection in Videos

May 05, 2018
Jen-Yu Liu, Yi-Hsuan Yang, Shyh-Kang Jeng


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Informed Group-Sparse Representation for Singing Voice Separation

Jan 09, 2018
Tak-Shing T. Chan, Yi-Hsuan Yang

* IEEE Signal Process. Lett., vol. 24, no. 2, pp. 156-160, Feb. 2017 
* 5 pages, 1 figure 

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Polar $n$-Complex and $n$-Bicomplex Singular Value Decomposition and Principal Component Pursuit

Jan 09, 2018
Tak-Shing T. Chan, Yi-Hsuan Yang

* IEEE Trans. Signal Process., vol. 64, no. 24, pp. 6533-6544, Dec. 2016 
* 12 pages, 2 figures 

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Complex and Quaternionic Principal Component Pursuit and Its Application to Audio Separation

Jan 09, 2018
Tak-Shing T. Chan, Yi-Hsuan Yang

* IEEE Signal Process. Lett., vol. 23, no. 2, pp. 287-291, Feb. 2016 
* 5 pages, 1 figure 

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MuseGAN: Multi-track Sequential Generative Adversarial Networks for Symbolic Music Generation and Accompaniment

Nov 24, 2017
Hao-Wen Dong, Wen-Yi Hsiao, Li-Chia Yang, Yi-Hsuan Yang

* to appear at AAAI 2018 

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Generating Music Medleys via Playing Music Puzzle Games

Nov 17, 2017
Yu-Siang Huang, Szu-Yu Chou, Yi-Hsuan Yang

* Accepted at AAAI 2018 

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Hit Song Prediction for Pop Music by Siamese CNN with Ranking Loss

Oct 30, 2017
Lang-Chi Yu, Yi-Hsuan Yang, Yun-Ning Hung, Yi-An Chen


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MidiNet: A Convolutional Generative Adversarial Network for Symbolic-domain Music Generation

Jul 18, 2017
Li-Chia Yang, Szu-Yu Chou, Yi-Hsuan Yang

* 8 pages, Accepted to ISMIR (International Society of Music Information Retrieval) Conference 2017 

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Revisiting the problem of audio-based hit song prediction using convolutional neural networks

Apr 05, 2017
Li-Chia Yang, Szu-Yu Chou, Jen-Yu Liu, Yi-Hsuan Yang, Yi-An Chen

* To appear in the proceedings of 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 

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