Robust audio watermark decoding by nonlinear classification. - Serap Kirbiz; Yusuf Yaslan; Bilge Günsel (EUSIPCO, 2005)

Robust Audio Watermark Decoding by Supervised Learning. - Serap Kirbiz; Bilge Günsel (ICASSP (5), 2006)

Perceptual Audio Watermarking by Learning in Wavelet Domain. - Bilge Günsel; Serap Kirbiz (ICPR (3), 2006)

A Statistical Framework for Audio Watermark Detection and Decoding. - Bilge Günsel; Yener Ülker; Serap Kirbiz (MRCS, 2006)

Forensic Watermarking During AAC Playback. - Serap Kirbiz; Mehmet Utku Celik; Aweke N. Lemma; Stefan Katzenbeisser 001 (ICME, 2007)

Decode-Time Forensic Watermarking of AAC Bitstreams. - Serap Kirbiz; Aweke N. Lemma; Mehmet Utku Celik; Stefan Katzenbeisser 001 (IEEE Trans. Inf. Forensics Secur., 2007)

A multiple model structure for tracking by variable rate particle filters. - Yener Ülker; Bilge Günsel; Serap Kirbiz (ICPR, 2008)

Forensic watermarking and bit-rate conversion of partially encrypted AAC bitstreams. - Aweke N. Lemma; Stefan Katzenbeisser 001; Mehmet Utku Celik; Serap Kirbiz (Security, Forensics, Steganography, and Watermarking of Multimedia Contents, 2008)

A perceptually enhanced blind single-channel audio source separation by non-negative matrix factorization. - Serap Kirbiz; Bilge Günsel (EUSIPCO, 2010)

Bayesian Inference for Nonnegative Matrix Factor Deconvolution Models. - Serap Kirbiz; Ali Taylan Cemgil; Bilge Günsel (ICPR, 2010)

An adaptive time-frequency resolution approach for Non-negative Matrix Factorization based single channel sound source separation. - Serap Kirbiz; Paris Smaragdis (ICASSP, 2011)

Perceptually weighted Non-negative Matrix Factorization for blind single-channel music source separation. - Serap Kirbiz; Bilge Günsel (ICPR, 2012)

An adaptive time-frequency resolution framework for single channel source separation based on non-negative tensor factorization. - Serap Kirbiz; Bilge Günsel (ICASSP, 2013)

Perceptually enhanced blind single-channel music source separation by Non-negative Matrix Factorization. - Serap Kirbiz; Bilge Günsel (Digit. Signal Process., 2013)

Perceptual coding-based Informed Source Separation. - Serap Kirbiz; Alexey Ozerov; Antoine Liutkus; Laurent Girin (EUSIPCO, 2014)

Single channel audio source separation by Clustered NMF. - Serap Kirbiz; Bilge Günsel (SIU, 2014)

A multiresolution non-negative tensor factorization approach for single channel sound source separation. - Serap Kirbiz; Bilge Günsel (Signal Process., 2014)

Dialogue enhancement using kernel additive modelling. - Serap Kirbiz; Antoine Liutkus; A. Taylan Cemgil (SIU, 2015)

Model selection for relational data factorization. - Caglar Hizli; A. Taylan Cemgil; Serap Kirbiz (SIU, 2019)

Weak Label Supervision for Monaural Source Separation Using Non-negative Denoising Variational Autoencoders. - Ertug Karamatli; Ali Taylan Cemgil; Serap Kirbiz (SIU, 2019)

Audio Source Separation Using Variational Autoencoders and Weak Class Supervision. - Ertug Karamatli; Ali Taylan Cemgil; Serap Kirbiz (IEEE Signal Process. Lett., 2019)

Joint Source Separation and Classification Using Variational Autoencoders. - Çaglar Hizli; Ertug Karamatli; Ali Taylan Cemgil; Serap Kirbiz (SIU, 2020)

A Bayesian Allocation Model Based Approach to Mixed Membership Stochastic Blockmodels. - Çaglar Hizli; Serap Kirbiz (Appl. Artif. Intell., 2022)

Unsupervised Source Separation via Self-Supervised Training. - Ertug Karamatli; Serap Kirbiz (CoRR, 2022)

MixCycle: Unsupervised Speech Separation via Cyclic Mixture Permutation Invariant Training. - Ertug Karamatli; Serap Kirbiz (IEEE Signal Process. Lett., 2022)

Source separation and classification using generative adversarial networks and weak class supervision. - Ertug Karamatli; Ali Taylan Cemgil; Serap Kirbiz (Digit. Signal Process., 2024)

Improving facial emotion recognition through dataset merging and balanced training strategies. - Serap Kirbiz (J. Frankl. Inst., 2025)