Hamid Eghbal-zadeh, MSc
Researcher


Department of Computational Perception
Johannes Kepler University (JKU) Linz
Altenberger Str. 69, A-4040 Linz, Austria
Science Park 3, 4th Floor
Room 402

Tel: +43 732 2468 4712
Fax: +43 732 2468 4705
E-Mail: 


Research Interests

Awards

2016

The 1st and 2nd place winners of Acoustic Scene Classification Challenge (DCASE-2016). [link] [report]

2015

Award winning proposal for Deep Learning approaches in Music Classification (NVIDIA ACADEMIC HARDWARE GRANT).

Publications

2017

Probabilistic Generative Adversarial Networks [pdf] [bibtex]
Eghbal-zadeh, H. and Widmer, G.
arXiv preprint, 2017.
Likelihood Estimation for Generative Adversarial Networks [pdf] [bibtex]
Eghbal-zadeh, H. and Widmer, G.
In Proceedings of the workshop of implicit models, at the 34th International Conference on Machine Learning, Sydney, Australia, 2017.
A Hybrid Approach with Multi-channel I-Vectors and Convolutional Neural Networks for Acoustic Scene Classification [pdf] [bibtex]
Eghbal-zadeh, H., Dorfer, M. and Widmer, G.
In Proceedings of the 25th European Signal Processing Conference (EUSIPCO), Kos Island, Greece, 2017.
Music Playlist Continuation by Learning from Hand-Curated Examples and Song Features: Alleviating the Cold-Start Problem for Rare and Out-of-Set Songs [pdf] [bibtex]
Vall, A., Eghbal-zadeh, H., Dorfer, M., Schedl, M. and Widmer, G.
In Proceedings of the 2nd Workshop on Deep Learning for Recommender Systems (DLRS), at the 11th Conference on Recommender Systems (RecSys). Como, Italy, 2017.
Classifying Short Acoustic Scenes With I-Vectors And Cnns: Challenges And Optimisations For The 2017 Dcase Asc Task [pdf] [bibtex]
Legner, B., Eghbal-zadeh, H., Dorfer, M., Korzeniowski, F., Koutini, K. and Widmer, G.
DCASE2017 Challenge, Munich, Germany, 2017.

2016

Cp-Jku Submissions For Dcase-2016: A Hybrid Approach Using Binaural I-Vectors And Deep Convolutional Neural Networks. [pdf] [bibtex]
Eghbal-zadeh, H. and Lehner, B. and Dorfer, M. and Widmer, G.
DCASE2016 Challenge, Budapest, Hungary, 2016.
A Cosine-Distance based Neural Network for Music Artist Recognition using Raw I-vector Features. [pdf] [bibtex]
Eghbal-zadeh, H. and Dorfer, M. and Widmer, G.
In Proceedings of the 19th International Conference on Digital Audio Effects (DAFx16), Brno, Czech Republic, 2016.
Noise-Robust Music Artist Recognition Using I-vector Features [pdf] [bibtex]
Eghbal-zadeh, H. and Widmer, G.
In Proceedings of the 17th International Society for Music Information Retrieval Conference (ISMIR), New York, USA, 2016.
An Analysis of Agreement in Classical Music Perception and its Relationship to Listener Characteristics [pdf] [bibtex]
Schedl, M. and Eghbal-zadeh, H. and Gomez, E. and Tkalcic, M.
In Proceedings of the 17th International Society for Music Information Retrieval Conference (ISMIR), New York, USA, 2016.
Content-Based Features for Music Playlists [pdf] [bibtex]
Vall, A. and Eghbal-zadeh, H. and Dorfer, M.
In Proceedings of Machine Learning for Music Discovery Workshop, International Conference on Machine Learning (ICML), New York, USA, 2016.

2015

I-Vectors for Timbre-Based Music Similarity and Music Artist Classification [pdf] [bibtex]
Eghbal-zadeh, H. and Lehner, B. and Schedl, M. and Widmer, G.
In Proceedings of the 16th International Society for Music Information Retrieval Conference (ISMIR), Malaga, Spain, 2015.
Timbral Modeling for Music Artist Recognition Using I-vectors [pdf] [bibtex]
Eghbal-zadeh, H. and Schedl, M. and Widmer, G.
In Proceedings of the 23rd European Signal Processing Conference (EUSIPCO), Nice, France, 2015.

2014

Formant Analysis of Altered Notes in a Diatonic Harmonica. [pdf] [bibtex]
Eghbal-zadeh, H. and Schedl, M.
In Proceedings of the International Symposium on Musical Acoustics (ISMA), Le Mans, France, 2014.

Reviewing

International Society for Music Information Retrieval Conference (ISMIR)
IEEE/ACM Transactions on Audio, Speech, and Language Processing (T-ASLP)

Talks

2016

A small footprint for audio and music classification. (Invited talk) [link]
Music Technology Group (MTG) at Pompeu Fabra University (UPF), Barcelona, Spain, Aug, 2016.

2015

I-Vectors for Timbre-Based Music Similarity and Music Artist Classification. (Conference presentation)
ISMIR-2016, Malaga, Spain, Oct, 2015.
Timbral Modeling for Music Artist Recognition Using I-vectors. (Conference presentation)
Eusipco-2016, Nice, France, Aug, 2015.

Social Media





last edited by he on Oct , 2017