Dr. Mustafa Sert | Publications

PUBLICATION LIST

2023

Selbes, B., Sert, M., (2023), "Multimodal Video Captioning using Object-Auditory Information Fusion with Transformers," NarSUM'23 @ The 31st ACM International Conference on Multimedia (ACMMM), 2023, Ottawa ON, Canada

[pdf] [bibtex] [endnote]

@article{SelbesSert,
author={Selbes, Berkay and Sert, Mustafa},
journal={NarSUM'23 @ The 31st ACM International Conference on Multimedia (ACMMM)},
title={Multimodal Video Captioning using Object-Auditory Information Fusion with Transformers},
year={2023},
volume={},
number={},
pages={1},
doi={10.1145/3607540.3617141}
}

TY - CONF
TI - Multimodal Video Captioning using Object-Auditory Information Fusion with Transformers
T2 - NarSUM'23 @ The 31st ACM International Conference on Multimedia (ACMMM)
SP -
EP -
AU - Selbes, Berkay
AU - Sert, M
PY - 2023
DO -
JO - NarSUM'23 @ The 31st ACM International Conference on Multimedia (ACMMM)
IS -
SN -
VO -
VL -
JA -
Y1 - 2023
ER -

Sahin, Y., Sert, M., (2023), "Action Recognition in Videos using 3D ConvNets with Multi-head Attention," 2023 IEEE International Conference on Multimedia Big Data (BigMM), 2023, Laguna Hills, CA, USA

[pdf] [bibtex] [endnote]

@article{Sahin,
author={Sahin, Yagmur and Sert, Mustafa},
journal={IEEE International Conference on Multimedia Big Data (BigMM) },
title={Action Recognition in Videos using 3D ConvNets with Multi-head Attention},
year={2023},
volume={},
number={},
pages={1},
doi={}
}

TY - CONF
TI - Action Recognition in Videos using 3D ConvNets with Multi-head Attention
T2 - IEEE International Conference on Multimedia Big Data (BigMM)
SP -
EP -
AU - Sahin, Yagmur
AU - Sert, M
PY - 2023
DO -
JO - IEEE International Conference on Multimedia Big Data (BigMM)
IS -
SN -
VO -
VL -
JA -
Y1 - 2023
ER -

Akar, Y., Sert, M., (2023), "Weakly Labeled Sound Event Detection using Attention Mechanism with Teacher-Student Model," 2023 IEEE International Symposium on Multimedia (ISM), 2023, Laguna Hills, CA, USA

[pdf] [bibtex] [endnote]

@article{Akar,
author={Akar, Yesim and Sert, Mustafa},
journal={IEEE International Symposium on Multimedia},
title={Weakly Labeled Sound Event Detection using Attention Mechanism with Teacher-Student Model},
year={2023},
volume={},
number={},
pages={1},
doi={}
}

TY - CONF
TI - Weakly Labeled Sound Event Detection using Attention Mechanism with Teacher-Student Model
T2 - IEEE International Symposium on Multimedia
SP -
EP -
AU - Akar, Yesim
AU - Sert, M
PY - 2023
DO -
JO - IEEE International Symposium on Multimedia
IS -
SN -
VO -
VL -
JA -
Y1 - 2023
ER -

Gulez, T., Sert, M., (2023), "Free Hand Sketch Recognition Using Bezier Curve Features," 2023 IEEE International Symposium on Multimedia (ISM), 2023, Laguna Hills, CA, USA

[pdf] [bibtex] [endnote]

@article{Gulez,
author={Gulez, Taner and Sert, Mustafa},
journal={IEEE International Symposium on Multimedia},
title={Free Hand Sketch Recognition Using Bezier Curve Features},
year={2023},
volume={},
number={},
pages={1},
doi={}
}

TY - CONF
TI - Free Hand Sketch Recognition Using Bezier Curve Features
T2 - IEEE International Symposium on Multimedia
SP -
EP -
AU - Gulez, Taner
AU - Sert, M
PY - 2023
DO -
JO - IEEE International Symposium on Multimedia
IS -
SN -
VO -
VL -
JA -
Y1 - 2023
ER -

Eren, A. O., Sert, M., (2023), "Automated Audio Captioning With Topic Modeling," in IEEE Access, vol. 11, pp. 4983-4991, 2023, doi: 10.1109/ACCESS.2023.3235733.

[pdf] [bibtex] [endnote]

@article{ErenAOSert,
author={Eren, Ayşegül Özkaya and Sert, Mustafa},
journal={IEEE Access},
title={Automated Audio Captioning With Topic Modeling},
year={2023},
volume={11},
number={},
pages={4983-4991},
doi={10.1109/ACCESS.2023.3235733}
}

TY - JOUR
TI - Automated Audio Captioning With Topic Modeling
T2 - IEEE Access
SP - 4983
EP - 4991
AU - A. Ö. Eren
AU - M. Sert
PY - 2023
DO - 10.1109/ACCESS.2023.3235733
JO - IEEE Access
IS -
SN - 2169-3536
VO - 11
VL - 11
JA - IEEE Access
Y1 - 2023
ER -

2022

Kocak, S., Ic, Y. T., Sert, M., Atalay, K. D., Dengiz, B. (2022), "Development of a Decision Support System for Selection of Reviewers to Evaluate Research and Development Projects," International Journal of Information Technology & Decision Making, pp. 1-30, doi. 10.1142/S0219622022500961

[pdf] [bibtex] [endnote]

@article{Kocak2022b,
author = {Koçak, S., Ic, Y. T., Atalay, K. D., Sert, M., Dengiz, B.},
title = {Development of a Decision Support System for Selection of Reviewers to Evaluate Research and Development Projects},
journal = {International Journal of Information Technology & Decision Making},
pages={1-30} year = {2022},
doi = {10.1142/S0219622022500961},
URL = {},
eprint = {}
}

TY - ARTICLE
TI - Development of a Decision Support System for Selection of Reviewers to Evaluate Research and Development Projects
T2 - International Journal of Information Technology & Decision Making
SP -
EP -
AU - Kocak, S.
AU - Ic, Y. T.
AU - Atalay, K. D.
AU - Sert, M.
AU - Dengiz, B. D.
PY - 2022
DO -
JO - International Journal of Information Technology & Decision Making
IS -
SN -
VO -
VL -
JA -
Y1 -
ER -

Kocak, S., Ic, Y. T., Sert, M., Atalay, K. D., Dengiz, B. (2022), "Natural language processing-based method for classification of Turkish R&D projects," to appear in Journal of the Faculty of Engineering and Architecture of Gazi University.

[pdf] [bibtex] [endnote]

@article{Kocak2022a,
author = {Koçak, S., Ic, Y. T., Sert, M., Atalay, K. D., Dengiz, B.},
title = {The development of a reviewer selection method: a multi-level hesitant fuzzy VIKOR and TOPSIS approaches},
journal = {Journal of the Faculty of Engineering and Architecture of Gazi University},
year = {2022},
doi = {},
URL = {},
eprint = {}
}

TY - ARTICLE
TI - The development of a reviewer selection method: a multi-level hesitant fuzzy VIKOR and TOPSIS approaches
T2 - Journal of the Faculty of Engineering and Architecture of Gazi University
SP -
EP -
AU - Kocak, S.
AU - Ic, Y. T.
AU - Sert, M.
AU - Atalay, K. D.
AU - Dengiz, B. D.
PY - 2022
DO -
JO - Journal of the Faculty of Engineering and Architecture of Gazi University
IS -
SN -
VO -
VL -
JA -
Y1 -
ER -

Tekinarslan, R., Sert, M. (2022), "Classification of Student Success in Online Courses Using Feature Selection and Convolutional Neural Network," 2022 30th Signal Processing and Communications Applications Conference (SIU), 2022, pp. 1-4, doi: 10.1109/SIU55565.2022.9864915.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{9864915,
author={Tekinarslan, Ramazan and Sert, Mustafa},
booktitle={2022 30th Signal Processing and Communications Applications Conference (SIU)},
title={Classification of Student Success in Online Courses Using Feature Selection and Convolutional Neural Network},
year={2022},
volume={},
number={},
pages={1-4},
doi={10.1109/SIU55565.2022.9864915}
}

TY - CONF
TI - Classification of Student Success in Online Courses Using Feature Selection and Convolutional Neural Network
T2 - 2022 30th Signal Processing and Communications Applications Conference (SIU)
SP - 1
EP - 4
AU - R. Tekinarslan
AU - M. Sert
PY - 2022
DO - 10.1109/SIU55565.2022.9864915
JO - 2022 30th Signal Processing and Communications Applications Conference (SIU)
IS -
SN - 2165-0608
VO -
VL -
JA - 2022 30th Signal Processing and Communications Applications Conference (SIU)
Y1 - 15-18 May 2022
ER -

Sert, M. (2022), "Exponential Moving based Features for Acoustic Scene Classification," 2022 IEEE Fifth International Conference on Artificial Intelligence and Knowledge Engineering (AIKE), Laguna Hills, CA, USA, 2022, pp. 40-44, doi: 10.1109/AIKE55402.2022.00013.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{9939275,
author={Sert, Mustafa},
booktitle={2022 IEEE Fifth International Conference on Artificial Intelligence and Knowledge Engineering (AIKE)},
title={Exponential Moving based Features for Acoustic Scene Classification},
year={2022},
volume={},
number={},
pages={40-44},
doi={10.1109/AIKE55402.2022.00013}
}

TY - CONF
TI - Exponential Moving based Features for Acoustic Scene Classification
T2 - 2022 IEEE Fifth International Conference on Artificial Intelligence and Knowledge Engineering (AIKE)
SP - 40
EP - 44
AU - M. Sert
PY - 2022
DO - 10.1109/AIKE55402.2022.00013
JO - 2022 IEEE Fifth International Conference on Artificial Intelligence and Knowledge Engineering (AIKE)
IS -
SN - 2831-7203
VO -
VL -
JA - 2022 IEEE Fifth International Conference on Artificial Intelligence and Knowledge Engineering (AIKE)
Y1 - 19-21 Sept. 2022
ER -

Eren, A.O., Sert, M. (2022), "Automated Audio Captioning using Audio Event Clues," arXiv:2204.08567v1 [cs.SD] , Apr 2022.

[pdf] [bibtex] [endnote]

@misc{https://doi.org/10.48550/arxiv.2204.08567,
doi = {10.48550/ARXIV.2204.08567},
url = {https://arxiv.org/abs/2204.08567},
author = {Eren, Ayşegül Özkaya and Sert, Mustafa},
title = {Automated Audio Captioning using Audio Event Clues},
publisher = {arXiv},
year = {2022},
copyright = {Creative Commons Attribution 4.0 International}
}

TY - misc
TI - Automated Audio Captioning using Audio Event Clues
T2 - https://arxiv.org/abs/2204.08567
SP -
EP -
AU - Eren, Ayşegül Özkaya
AU - Sert, Mustafa
PY - 2022
DO - 10.48550/ARXIV.2204.08567
JO - https://arxiv.org/abs/2204.08567
IS -
SN -
VO -
VL -
JA - https://arxiv.org/abs/2204.08567
Y1 - 2022
ER -

2021

Ercan, M., Sert, M. (2021), "Anomaly Detection in Smart Home Environments using Convolutional Neural Network," 2021 IEEE International Symposium on Multimedia (ISM), 2021, pp. 27-30, doi: 10.1109/ISM52913.2021.00012.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{9666075,
author={Ercan, Naci Mert and Sert, Mustafa},
booktitle={2021 IEEE International Symposium on Multimedia (ISM)},
title={Anomaly Detection in Smart Home Environments using Convolutional Neural Network},
year={2021},
volume={},
number={},
pages={27-30},
doi={10.1109/ISM52913.2021.00012}
}

TY - CONF
TI - Anomaly Detection in Smart Home Environments using Convolutional Neural Network
T2 - 2021 IEEE International Symposium on Multimedia (ISM)
SP - 27
EP - 30
AU - Ercan, Naci Mert
AU - Sert, Mustafa
PY - 2021
DO - 10.1109/ISM52913.2021.00012
JO - 2021 IEEE International Symposium on Multimedia (ISM)
IS -
SN -
VO -
VL -
JA - 2021 IEEE International Symposium on Multimedia (ISM)
Y1 - 2021
ER -

Acar, Y. A., Sert, M., "Early detection of respiratory diseases caused by COVID-19 and integration into tele-health service via speech, voice and cough analysis software," 7th Eurasian & 17th Turkish Congress on Emergency Medicine 2021

[pdf] [bibtex] [endnote]

@article{acarSert2021,
author = {Yahya Ayhan Acar, Mustafa Sert, Dogan Ozen, et al.},
title = {Early detection of respiratory diseases caused by COVID-19 and integration into tele-health service via speech, voice and cough analysis software},
journal = {7th Eurasian & 17th Turkish Congress on Emergency Medicine 2021},
year = {2021}
}

TY - PROC.
AU - Acar, Yahya Ayhan
AU - Sert, Mustafa
AU - Ozen, Dogan
AU - et al.
PY - 2021
TI - Early detection of respiratory diseases caused by COVID-19 and integration into tele-health service via speech, voice and cough analysis software
PR - 7th Eurasian & 17th Turkish Congress on Emergency Medicine 2021

Koçak, S., İç, Y., Atalay, K.D., Sert, M., Dengiz, B. (2021), "The development of a reviewer selection method: a multi-level hesitant fuzzy VIKOR and TOPSIS approaches," Journal of Ambient Intelligence and Humanized Computing. https://doi.org/10.1007/s12652-021-03466-5

[pdf] [bibtex] [endnote]

@article{Koçak2021,
author = {Serdar Koçak, Yusuf Tansel İç, Kumru Didem Atalay, Mustafa Sert, Berna Dengiz },
title = {The development of a reviewer selection method: a multi-level hesitant fuzzy VIKOR and TOPSIS approaches},
journal = {Journal of Ambient Intelligence and Humanized Computing},
year = {2021},
doi = {10.1007/s12652-021-03466-5},
URL = {https://doi.org/10.1007/s12652-021-03466-5},
eprint = {https://doi.org/10.1007/s12652-021-03466-5}
}

TY - JOUR
AU - Koçak, Serdar
AU - İç, Yusuf Tansel
AU - Atalay, Kumru Didem
AU - Sert, Mustafa
AU - Dengiz, Berna
PY - 2021
DA - 2021/09/18
TI - The development of a reviewer selection method: a multi-level hesitant fuzzy VIKOR and TOPSIS approaches
JO - Journal of Ambient Intelligence and Humanized Computing
SN - 1868-5145
UR - https://doi.org/10.1007/s12652-021-03466-5
DO - 10.1007/s12652-021-03466-5
ID - Koçak2021
ER -

Başer, A., Sert, M. (2021), "Permeability Estimation for Natural State Modeling of Geothermal Fields with Machine Learning," 2021 International Conference on Innovations in Intelligent Systems and Applications (INISTA), pp. 1-5, doi: 10.1109/INISTA52262.2021.9548516

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{9548516,
author={Başer, Ali and Sert, Mustafa},
booktitle={2021 International Conference on INnovations in Intelligent SysTems and Applications (INISTA)},
title={Permeability Estimation for Natural State Modeling of Geothermal Fields with Machine Learning},
year={2021},
volume={},
number={},
pages={1-5},
doi={10.1109/INISTA52262.2021.9548516}
}

TY - CONF
TI - Permeability Estimation for Natural State Modeling of Geothermal Fields with Machine Learning
T2 - 2021 International Conference on INnovations in Intelligent SysTems and Applications (INISTA)
SP - 1
EP - 5
AU - A. Başer
AU - M. Sert
PY - 2021
DO - 10.1109/INISTA52262.2021.9548516
JO - 2021 International Conference on INnovations in Intelligent SysTems and Applications (INISTA)
IS -
SN -
VO -
VL -
JA - 2021 International Conference on INnovations in Intelligent SysTems and Applications (INISTA)
Y1 - 25-27 Aug. 2021
ER -

Eren, A.O., Sert, M. (2021), "Audio Captioning with Composition of Acoustic and Semantic Information," International Journal of Semantic Computing, Vol. 15, No. 02, pp. 143-160

[pdf] [bibtex] [endnote]

@article{doi:10.1142/S1793351X21400018,
author = {Özkaya Eren, Ayşegül and Sert, Mustafa},
title = {Audio Captioning with Composition of Acoustic and Semantic Information},
journal = {International Journal of Semantic Computing},
volume = {15},
number = {02},
pages = {143-160},
year = {2021},
doi = {10.1142/S1793351X21400018},
URL = {https://doi.org/10.1142/S1793351X21400018},
eprint = {https://doi.org/10.1142/S1793351X21400018}
}

%0 Journal Article
%A Ayşegül Özkaya Eren
%A Mustafa Sert
%T Audio Captioning with Composition of Acoustic and Semantic Information
%D 2021
%J International Journal of Semantic Computing
%P 143-160
%V 15
%N 02
%R 10.1142/S1793351X21400018
%U https://www.worldscientific.com/doi/abs/10.1142/S1793351X21400018
%X Generating audio captions is a new research area that combines audio and natural language processing to create meaningful textual descriptions for audio clips. To address this problem, previous studies mostly use the encoder–decoder-based models without considering semantic information. To fill this gap, we present a novel encoder–decoder architecture using bi-directional Gated Recurrent Units (BiGRU) with audio and semantic embeddings. We extract semantic embedding by obtaining subjects and verbs from the audio clip captions and combine these embedding with audio embedding to feed the BiGRU-based encoder–decoder model. To enable semantic embeddings for the test audios, we introduce a Multilayer Perceptron classifier to predict the semantic embeddings of those clips. We also present exhaustive experiments to show the efficiency of different features and datasets for our proposed model the audio captioning task. To extract audio features, we use the log Mel energy features, VGGish embeddings, and a pretrained audio neural network (PANN) embeddings. Extensive experiments on two audio captioning datasets Clotho and AudioCaps show that our proposed model outperforms state-of-the-art audio captioning models across different evaluation metrics and using the semantic information improves the captioning performance.
%K Audio captioning,PANNs,VGGish,GRU,BiGRU

Eren, A.O., Sert, M. (2021), "Audio Captioning Using Sound Event Detection," DCASE2021 Challenge

[pdf] [bibtex]

@techreport{eren2021_t6,
Author = {\"{O}zkaya Eren, Ay\c{s}eg\"{u}l and Sert, Mustafa},
title = "Audio Captioning Using Sound Event Detection",
institution = "DCASE2021 Challenge",
year = "2021",
month = "July",
abstract = "This technical report proposes an audio captioning system for DCASE 2021 Task 6 audio captioning challenge. Our proposed model is based on an encoder-decoder architecture with bi-directional Gated Recurrent Units (BiGRU) using pretrained audio features and sound event detection. A pretrained neural network (PANN) is used to extract audio features and Word2Vec is selected with the aim of extracting word embeddings from the audio captions. To create semantically meaningful captions, we extract sound events from the audio clips and feed the encoder-decoder architecture with sound events in addition to PANNs features. Our experiments on the Clotho dataset show that our proposed method significantly achieves better results than the challenge baseline model across all evaluation metrics."
}

2020

Eren, A.O., Sert, M. (2020), "Audio Captioning Based on Combined Audio and Semantic Embeddings," 2020 IEEE International Symposium on Multimedia (IEEE ISM-Virtual), Napoli, Italy, 2020, pp. 41-48

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{8959049,
author={A.O. {Eren} and M. {Sert}},
booktitle={2020 IEEE International Symposium on Multimedia (ISM)},
title={Audio Captioning Based on Combined Audio and Semantic Embeddings},
year={2020},
volume={},
number={},
pages={41-48},
doi={0.1109/ISM.2020.00014},
month={Dec},
}

TY - CONF
TI - Audio Captioning Based on Combined Audio and Semantic Embeddings
T2 - 2020 IEEE International Symposium on Multimedia (ISM)
SP - 41
EP - 48
AU - A.O. Eren
AU - M. Sert
PY - 2020
JO - 2020 IEEE International Symposium on Multimedia (ISM)
IS -
SN - null
VO -
VL -
JA - 2020 IEEE International Symposium on Multimedia (ISM)
Y1 - 2-4 Dec. 2020
ER -

Eren, A.O., Sert, M. (2020), "Audio Captioning using Gated Recurrent Units," arXiv:2006.03391v1 [cs.SD], June 2020

[pdf] [bibtex] [endnote]

@misc{eren2020audio,
title={Audio Captioning using Gated Recurrent Units},
author={Ayşegül Özkaya Eren and Mustafa Sert},
year={2020},
eprint={2006.03391},
archivePrefix={arXiv},
primaryClass={cs.SD}
}

TY - CONF
TI - Audio Captioning using Gated Recurrent Units
T2 - arXiv:2006.03391v1 [cs.SD]
SP - null
EP - null
AU - A.O. Eren
AU - M. Sert
PY - June, 2020
JO - arXiv:2006.03391v1 [cs.SD]
IS -
SN - null
VO -
VL -
JA - arXiv:2006.03391v1 [cs.SD]
Y1 - June, 2020
ER -

2019

Memis, G., Sert, M. (2019), "Detection of Basic Human Physical Activities with Indoor-Outdoor Information Using Sigma-Based Features and Deep Learning," in IEEE Sensors Journal, vol. 19, no. 17, pp. 7565-7574, 1 Sept.1, 2019, doi: 10.1109/JSEN.2019.2916393.

[pdf] [bibtex] [endnote]

@article{doi:10.1007/s11042-018-7067-1,
    author = {Memis, G., Sert, M.},
    title = {Detection of Basic Human Physical Activities with Indoor-Outdoor Information Using Sigma-Based Features and Deep Learning},
    journal = {IEEE Sensors},
    volume = {},
    number = {},
    pages = {1-10},
    year = {2019},
    doi = {10.1109/JSEN.2019.2916393}
}

%0 Journal Article
%A Memis, Gokhan
%A Sert, Mustafa
%T Detection of Basic Human Physical Activities with Indoor-Outdoor Information Using Sigma-Based Features and Deep Learning
%D 2019
%J IEEE Sensors
%P 1-10
%V
%N
%R 10.1109/JSEN.2019.2916393

Sert, M. (2019), "Feature Selection for Obstructive Sleep Apnea Recognition," International Journal of Informatics Technologies, 12 (4) , 333-342. doi: 10.17671/gazibtd.615014

[pdf] [bibtex] [endnote]

@article{gazibtd615014,
journal = {International Journal of Informatics Technologies},
issn = {1307-9697},
eissn = {2147-0715},
address = {},
publisher = {Gazi Üniversitesi},
year = {2019},
volume = {12},
pages = {333 - 342},
doi = {10.17671/gazibtd.615014},
title = {Feature Selection for Obstructive Sleep Apnea Recognition},
key = {cite},
author = {Sert, Mustafa} }

%0 International Journal of Informatics Technologies
%A Mustafa Sert
%T Feature Selection for Obstructive Sleep Apnea Recognition
%D 2019
%J International Journal of Informatics Technologies
%P 1307-9697-2147-0715
%V 12
%N 4
%R doi: 10.17671/gazibtd.615014
%U 10.17671/gazibtd.615014

Sert, M., Boyaci, E. (2019), "Sketch recognition using transfer learning," Multimed Tools Appl. doi: 10.1007/s11042-018-7067-1

[pdf] [bibtex] [endnote]

@article{doi:10.1007/s11042-018-7067-1,
    author = {Sert, M., Boyaci, E.},
    title = {Sketch recognition using transfer learning},
    journal = {Multimed Tools Appl.},
    volume = {},
    number = {},
    pages = {1-18},
    year = {2019},
    doi = {10.1007/s11042-018-7067-1}
}

%0 Journal Article
%A Sert, Mustafa
%A Boyaci, Emel
%T Sketch recognition using transfer learning
%D 2019
%J Multimed Tools Appl.
%P 1-18
%V
%N
%R 10.1007/s11042-018-7067-1

Koyuncu, M., Yazici, A., Civelek, M., Cosar, A. and Sert, M. (2019), "Visual and Auditory Data Fusion for Energy-Efficient and Improved Object Recognition in Wireless Multimedia Sensor Networks," in IEEE Sensors Journal, vol. 19, no. 5, pp. 1839-1849, March 1, 2019.

[pdf] [bibtex] [endnote]

@article{10.1109/JSEN.2018.2885281,
    author = {M. Koyuncu, A. Yazici, M. Civelek, A. Cosar and M. Sert},
    title = {Visual and Auditory Data Fusion for Energy-Efficient and Improved Object Recognition in Wireless Multimedia Sensor Networks},
    journal = {IEEE Sensors Journal},
    volume = {19},
    number = {5},
    pages = {1839-1849},
    year = {2019},
    doi = {10.1109/JSEN.2018.2885281}
}

%0 Journal Article
%A Koyuncu, Murat
%A Yazici, Adnan
%A Civelek, Muhsin
%A Cosar, Ahmet
%A Sert, Mustafa
%T Visual and Auditory Data Fusion for Energy-Efficient and Improved Object Recognition in Wireless Multimedia Sensor Networks
%D 2019
%J IEEE Sensors Journal
%P 1839-1849
%V
%N
%R 10.1109/JSEN.2018.2885281

Sert, M., Basbug, A. (2019), "Combining Acoustic and Semantic Similarity for Acoustic Scene Retrieval," 2019 IEEE International Symposium on Multimedia (ISM), San Diego, CA, USA, 2019, pp. 156-159

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{8959049,
author={M. {Sert} and A. M. {Basbug}},
booktitle={2019 IEEE International Symposium on Multimedia (ISM)},
title={Combining Acoustic and Semantic Similarity for Acoustic Scene Retrieval},
year={2019},
volume={},
number={},
pages={156-159},
doi={10.1109/ISM46123.2019.00036},
month={Dec},
}

TY - CONF
TI - Combining Acoustic and Semantic Similarity for Acoustic Scene Retrieval
T2 - 2019 IEEE International Symposium on Multimedia (ISM)
SP - 156
EP - 159
AU - M. Sert
AU - A. M. Başbuğ
PY - 2019
JO - 2019 IEEE International Symposium on Multimedia (ISM)
IS -
SN - null
VO -
VL -
JA - 2019 IEEE International Symposium on Multimedia (ISM)
Y1 - 9-11 Dec. 2019
ER -

Memis, G., Sert, M. (2019), "Classification of Obstructive Sleep Apnea using Multimodal and Sigma-based Feature Representation," IEEE 27th Signal Processing and Communications Applications Conference (SIU 2019), Apr. 24-26, 2019, Sivas, Turkey

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{memis_sert_19,
    author = {Memis, G., Sert, M.},
    title = {Classification of Obstructive Sleep Apnea using Multimodal and Sigma-based Feature Representation},
    journal = {IEEE 27th Signal Processing and Communications Applications Conference (SIU 2019)},
    volume = {},
    number = {},
    pages = {},
    year = {2019},
    doi = {}
}

%0 Conference Article
%A Memis, Gokhan
%A Sert, Mustafa
%T Classification of Obstructive Sleep Apnea using Multimodal and Sigma-based Feature Representation
%D 2019
%J IEEE 27th Signal Processing and Communications Applications Conference (SIU 2019)
%P
%V
%N
%R

Basbug, Ahmet-M., Sert, M. (2019), "Analysis of Deep Neural Network Models for Acoustic Scene Classification," IEEE 27th Signal Processing and Communications Applications Conference (SIU 2019), Apr. 24-26, 2019, Sivas, Turkey

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{basbug_sert_19,
    author = {Basbug, Ahmet-M., Sert, M.},
    title = {Analysis of Deep Neural Network Models for Acoustic Scene Classification},
    journal = {IEEE 27th Signal Processing and Communications Applications Conference (SIU 2019)},
    volume = {},
    number = {},
    pages = {},
    year = {2019},
    doi = {}
}

%0 Conference Article
%A Basbug, Ahmet Melih
%A Sert, Mustafa
%T Analysis of Deep Neural Network Models for Acoustic Scene Classification
%D 2019
%J IEEE 27th Signal Processing and Communications Applications Conference (SIU 2019)
%P
%V
%N
%R

Basbug, Ahmet-M., Sert, M. (2019), "Acoustic Scene Classification Using Spatial Pyramid Pooling With Convolutional Neural Networks," The 13th IEEE International Conference on Semantic Computing (ICSC2019), Jan 30-Feb 1, 2019, Newport Beach, California, USA

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{basbug_sert_19,
    author = {Basbug, Ahmet-M., Sert, M.},
    title = {Acoustic Scene Classification Using Spatial Pyramid Pooling With Convolutional Neural Networks},
    journal = {The 13th IEEE International Conference on Semantic Computing (ICSC2019)},
    volume = {},
    number = {},
    pages = {},
    year = {2019},
    doi = {}
}

%0 Conference Article
%A Basbug, Ahmet Melih
%A Sert, Mustafa
%T Acoustic Scene Classification Using Spatial Pyramid Pooling With Convolutional Neural Networks
%D 2019
%J The 13th IEEE International Conference on Semantic Computing (ICSC2019)
%P
%V
%N
%R

2018

Memis, G., Sert, M., "Classification of Indoor-Outdoor Location using Blood Oxygen Saturation Signal,", 2018 IEEE 8th International Conference on Consumer Electronics - Berlin (ICCE-Berlin), Sep. 2-5, 2018, Berlin, Germany, pp. TBD

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{TBD,
    author={G. Memis and M. Sert},
    booktitle={IEEE 8th International Conference on Consumer Electronics - Berlin (ICCE-Berlin)},
    title={Classification of Indoor-Outdoor Location using Blood Oxygen Saturation Signal},
    year={2018},
    pages={TBD},
    doi={TBD},
    month={September}
}

TY - CONF
TI - Classification of Indoor-Outdoor Location using Blood Oxygen Saturation Signal
T2 - IEEE 8th International Conference on Consumer Electronics - Berlin (ICCE-Berlin)
SP - x
EP - y
AU - G. Memis
AU - M. Sert
PY - 2018
DO - TBD
JO - IEEE 8th International Conference on Consumer Electronics - Berlin (ICCE-Berlin)
JA - IEEE 8th International Conference on Consumer Electronics - Berlin (ICCE-Berlin)
Y1 - Sep. 2-5, 2018

Sarman, S., Sert, M., "Audio based violent scene classification using ensemble learning,", IEEE 6th International Symposium on Digital Forensic and Security (ISDFS), Antalya, Turkey, pp. 1-5.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{8355393,
    author={S. Sarman and M. Sert},
    booktitle={6th International Symposium on Digital Forensic and Security (ISDFS 2018)},
    title={Audio based violent scene classification using ensemble learning},
    year={2018},
    pages={1--5},
    doi={10.1109/ISDFS.2018.8355393},
    month={March}
}

TY - CONF
TI - Audio based violent scene classification using ensemble learning
T2 - 6th International Symposium on Digital Forensic and Security (ISDFS 2018)
SP - 1
EP - 5
AU - S. Sarman
AU - M. Sert
PY - 2018
DO - 10.1109/ISDFS.2018.8355393
JO - 6th International Symposium on Digital Forensic and Security (ISDFS 2018)
JA - 6th International Symposium on Digital Forensic and Security (ISDFS 2018)
Y1 - Mar. 22-25, 2018

Memis, G., Sert, M. (2018), "The Effectiveness of Feature Selection Methods on Physical Activity Recognition", IEEE 26th Signal Processing and Communications Applications Conference (SIU 2018), Cesme, Izmir, Turkey, pp. 1-4.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{8404406,
    author={G. Memiş and M. Sert},
    booktitle={2018 26th Signal Processing and Communications Applications Conference (SIU)},
    title={The effectiveness of feature selection methods on physical activity recognition},
    year={2018},
    volume={},
    number={},
    pages={1-4},
    doi={10.1109/SIU.2018.8404406},
    ISSN={},
    month={May},
}

TY - CONF
TI - The effectiveness of feature selection methods on physical activity recognition
T2 - 2018 26th Signal Processing and Communications Applications Conference (SIU)
SP - 1
EP - 4
AU - G. Memiş
AU - M. Sert
PY - 2018
DO - 10.1109/SIU.2018.8404406
JO - 2018 26th Signal Processing and Communications Applications Conference (SIU)
IS -
SN -
VO -
VL -
JA - 2018 26th Signal Processing and Communications Applications Conference (SIU)
Y1 - 2-5 May 2018
ER -

Sen, D., Sert, M. (2018), "Continuous Valence Prediction Using Recurrent Neural Networks with Facial Expressions and EEG Signals", IEEE 26th Signal Processing and Communications Applications Conference (SIU 2018), Cesme, Izmir, Turkey, pp. 1-4.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{8404529,
    author={D. Şen and M. Sert},
    booktitle={2018 26th Signal Processing and Communications Applications Conference (SIU)},
    title={Continuous valence prediction using recurrent neural networks with facial expressions and EEG signals},
    year={2018},
    volume={},
    number={},
    pages={1-4},
    doi={10.1109/SIU.2018.8404529},
    ISSN={},
    month={May},
}

TY - CONF
TI - Continuous valence prediction using recurrent neural networks with facial expressions and EEG signals
T2 - 2018 26th Signal Processing and Communications Applications Conference (SIU)
SP - 1
EP - 4
AU - D. Şen
AU - M. Sert
PY - 2018
DO - 10.1109/SIU.2018.8404529
JO - 2018 26th Signal Processing and Communications Applications Conference (SIU)
IS -
SN -
VO -
VL -
JA - 2018 26th Signal Processing and Communications Applications Conference (SIU)
Y1 - 2-5 May 2018
ER -

Yazici, A., Koyuncu, M., Yilmaz, T., Sattari, S., Sert, M., Gulen, E. (2017), "An intelligent multimedia information system for multimodal content extraction and querying", Multimed Tools Appl (2017). https://doi.org/10.1007/s11042-017-4378-6

[pdf] [bibtex] [endnote]

@article{doi:10.1007/s11042-017-4378-6,
    author = {Adnan Yazici, Murat Koyuncu, Turgay Yilmaz, Saeid Sattari, Mustafa Sert, Elvan Gulen},
    title = {An intelligent multimedia information system for multimodal content extraction and querying},
    journal = {International Journal of Multimedia Tools and Applications},
    volume = {},
    number = {},
    pages = {1--36},
    year = {2017},
    doi = {10.1007/s11042-017-4378-6}
}

%0 Journal Article
%A Yazici, Adnan
%A Koyuncu, Murat
%A Yilmaz, Turgay
%A Sattari, Saeid
%A Sert, Mustafa
%A Gulen, Elvan
%T An intelligent multimedia information system for multimodal content extraction and querying
%D 2017br/> %J International Journal of Multimedia Tools and Applications
%P 1-36
%V
%N
%R 10.1007/s11042-017-4378-6

2017

Selbes, B., Sert, M. (2017), "Multimodal Vehicle Type Classification Using Convolutional Neural Network and Statistical Representations of MFCC", In Proceedings of 14th IEEE International Conference on Advanced Video and Signal based Surveillance (AVSS 2017), Aug. 29 - Sep. 1, 2017, Lecce, Italy.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{7889398,
    author={B. Selbes and M. Sert},
    booktitle={14th IEEE International Conference on Advanced Video and Signal based Surveillance (AVSS 2017)},
    title={Multimodal Vehicle Type Classification Using Convolutional Neural Network and Statistical Representations of MFCC},
    year={2017},
    pages={TBA},
    doi={TBA},
    month={Aug}
}

TY - CONF
TI - Multimodal Vehicle Type Classification Using Convolutional Neural Network and Statistical Representations of MFCC
T2 - 14th IEEE International Conference on Advanced Video and Signal based Surveillance (AVSS 2017)
SP - TBD
EP - TBD
AU - B. Selbes
AU - M. Sert
PY - 2017
DO - TBD
JO - 14th IEEE International Conference on Advanced Video and Signal based Surveillance (AVSS 2017)
JA - 14th IEEE International Conference on Advanced Video and Signal based Surveillance (AVSS 2017)
Y1 - Aug. 29-Sep. 1, 2017

Boyaci, E., Sert, M. (2017), "Feature–level Fusion of Deep Convolutional Neural Networks for Sketch Recognition on Smartphones", In Proceedings of IEEE International Conference on Consumer Electronics (ICCE2017), January 8-10, 2017, Las Vegas, Nevada, USA, pp. 485-486.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{7889398,
    author={E. Boyaci and M. Sert},
    booktitle={2017 IEEE International Conference on Consumer Electronics (ICCE)},
    title={Feature-level fusion of deep convolutional neural networks for sketch recognition on smartphones},
    year={2017},
    pages={466-467},
    doi={10.1109/ICCE.2017.7889398},
    month={Jan}
}

TY - CONF
TI - Feature-level fusion of deep convolutional neural networks for sketch recognition on smartphones
T2 - 2017 IEEE International Conference on Consumer Electronics (ICCE)
SP - 466
EP - 467
AU - E. Boyaci
AU - M. Sert
PY - 2017
DO - 10.1109/ICCE.2017.7889398
JO - 2017 IEEE International Conference on Consumer Electronics (ICCE)
JA - 2017 IEEE International Conference on Consumer Electronics (ICCE)
Y1 - 8-10 Jan. 2017

Memis, G., Sert, M. (2017), "Multimodal Classification of Obstructive Sleep Apnea using Feature Level Fusion", In Proceedings of IEEE International Conference on Semantic Computing (ICSC2017), Jan 30-Feb 1, 2017, San Diego, California, USA, pp. 85-88.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{7889511,
    author={G. Memis and M. Sert},
    booktitle={2017 IEEE 11th International Conference on Semantic Computing (ICSC)},
    title={Multimodal Classification of Obstructive Sleep Apnea Using Feature Level Fusion},
    year={2017},
    pages={85-88},
    doi={10.1109/ICSC.2017.87},
    month={Jan}
}

TY - CONF
TI - Multimodal Classification of Obstructive Sleep Apnea Using Feature Level Fusion
T2 - 2017 IEEE 11th International Conference on Semantic Computing (ICSC)
SP - 85
EP - 88
AU - G. Memis
AU - M. Sert
PY - 2017
DO - 10.1109/ICSC.2017.87
JO - 2017 IEEE 11th International Conference on Semantic Computing (ICSC)
JA - 2017 IEEE 11th International Conference on Semantic Computing (ICSC)
Y1 - Jan. 30 2017-Feb. 1 2017

Kucukbay, S.E., Sert, M., Yazici, A. (2017), "Use of Acoustic and Vibration Sensor Data to Detect Objects in Surveillance Wireless Sensor Networks", IEEE 21st International Conference on Control Systems and Computer Science (CSCS2017), Bucharest, Romania, pp. 207-212.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{7968563,
    author={S. E. Küçükbay, M. Sert and A. Yazici},
    booktitle={2017 21st International Conference on Control Systems and Computer Science (CSCS)},
    title={Use of Acoustic and Vibration Sensor Data to Detect Objects in Surveillance Wireless Sensor Networks},
    year={2017},
    pages={207-212},
    doi={10.1109/CSCS.2017.35},
    month={May}
}

TY - CONF
TI - Use of Acoustic and Vibration Sensor Data to Detect Objects in Surveillance Wireless Sensor Networks
T2 - 2017 21st International Conference on Control Systems and Computer Science (CSCS)
SP - 207
EP - 212
AU - S. E. Küçükbay
AU - M. Sert
AU - A. Yazici
PY - 2017
DO - 10.1109/CSCS.2017.35
JO - 2017 21st International Conference on Control Systems and Computer Science (CSCS)
JA - 2017 21st International Conference on Control Systems and Computer Science (CSCS)
Y1 - 29-31 May 2017

Selbes, B., Sert, M. (2017), "Multimodal Video Concept Classification based on Convolutional Neural Network and Audio Feature Combination", IEEE 25th Signal Processing and Communications Applications Conference (SIU 2017), Antalya, Turkey, pp. 1-4.

[pdf] [bibtex] [endnote]

Eren, A.O., Sert, M. (2017), "Movie Rating Prediction Using Ensemble Learning and Mixed Type Attributes", IEEE 25th Signal Processing and Communications Applications Conference (SIU 2017), Antalya, Turkey, pp. 1-4.

[pdf] [bibtex] [endnote]

Memis, G., Sert, M., Yazici, A. (2017), "Leveraging Multimodal and Feature Selection Approaches to Improve Sleep Apnea Classification Performance", IEEE 25th Signal Processing and Communications Applications Conference (SIU 2017), Antalya, Turkey, pp. 1-4.

[pdf] [bibtex] [endnote]

Hayran, A., Sert, M. (2017), "Sentiment Analysis on Microblog Data based on Word Embedding and Fusion Techniques", IEEE 25th Signal Processing and Communications Applications Conference (SIU 2017), Antalya, Turkey, pp. 1-4.

[pdf] [bibtex] [endnote] [dataset]

Boyaci, E., Sert, M. (2017), "Video Classification Based on ConvNet Collaboration and Feature Selection", IEEE 25th Signal Processing and Communications Applications Conference (SIU 2017), Antalya, Turkey, pp. 1-4.

[pdf] [bibtex] [endnote]

2016

Ergun, H., Akyuz, Y. C., Sert, M., Liu, J. (2016), "Early and Late Level Fusion of Deep Convolutional Neural Networks for Visual Concept Recognition", International Journal of Semantic Computing, vol. 10, no. 03, pp. 379-397.

[pdf] [bibtex] [endnote]

@article{doi:10.1142/S1793351X16400158,
    author = {Ergun, Hilal and Akyuz, Yusuf Caglar and Sert, Mustafa and Liu, Jianquan},
    title = {Early and Late Level Fusion of Deep Convolutional Neural Networks for Visual Concept Recognition},
    journal = {International Journal of Semantic Computing},
    volume = {10},
    number = {03},
    pages = {379-397},
    year = {2016},
    doi = {10.1142/S1793351X16400158}
}

%0 Journal Article
%A Ergun, Hilal
%A Akyuz, Yusuf Caglar
%A Sert, Mustafa
%A Liu, Jianquan
%T Early and Late Level Fusion of Deep Convolutional Neural Networks for Visual Concept Recognition
%D 2016
%J International Journal of Semantic Computing
%P 379-397
%V 10
%N 03
%R 10.1142/S1793351X16400158

Sert, M., Aksoy, N. (2016), "Recognizing facial expressions of emotion using action unit specific decision thresholds", In Proceedings of the ACM's 2nd Workshop on Advancements in Social Signal Processing for Multimodal Interaction (ACM ICMI'16), Tokyo, Japan, pp. 16-21.

[pdf] [bibtex] [endnote]

@inproceedings{Sert:2016:RFE:3005467.3005471,
    title = {Recognizing Facial Expressions of Emotion Using Action Unit Specific Decision Thresholds},
    booktitle = {Proceedings of the 2Nd Workshop on Advancements in Social Signal Processing for Multimodal Interaction},
    series = {ASSP4MI '16},
    year = {2016},
    isbn = {978-1-4503-4557-6},
    location = {Tokyo, Japan},
    pages = {16--21},
    numpages = {6},
    url = {http://doi.acm.org/10.1145/3005467.3005471},
    doi = {10.1145/3005467.3005471},
    acmid = {3005471},
    publisher = {ACM},
    address = {New York, NY, USA},
}

%0 Conference Paper
%1 3005471
%A Mustafa Sert
%A Nukhet Aksoy
%T Recognizing facial expressions of emotion using action unit specific decision thresholds
%B Proceedings of the 2nd Workshop on Advancements in Social Signal Processing for Multimodal Interaction
%@ 978-1-4503-4557-6
%C Tokyo, Japan
%P 16-21
%D 2016
%R 10.1145/3005467.3005471
%I ACM

Aksoy, N., Sert, M. (2016), "Facial Action Unit Detection using Variable Decision Thresholds", IEEE 24th Signal Processing and Communications Applications Conference (SIU 2016), Zonguldak, Turkey, pp. 2185-2188.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{7496207,
    author={N. Aksoy and M. Sert},
    booktitle={2016 24th Signal Processing and Communication Application Conference (SIU)},
    title={Facial action unit detection using variable decision thresholds},
    year={2016},
    pages={2185-2188},
    doi={10.1109/SIU.2016.7496207},
    month={May}
}

TY - CONF
TI - Facial action unit detection using variable decision thresholds
T2 - 2016 24th Signal Processing and Communication Application Conference (SIU)
SP - 2185
EP - 2188
AU - N. Aksoy
AU - M. Sert
PY - 2016
DO - 10.1109/SIU.2016.7496207
JO - 2016 24th Signal Processing and Communication Application Conference (SIU)
Y1 - 16-19 May 2016

Ergun, H., Sert, M. (2016), "Feature-level Fusion of Convolutional Neural Networks for Visual Object Classification", IEEE 24th Signal Processing and Communications Applications Conference (SIU 2016), Zonguldak, Turkey, pp. 2173-2176.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{7496204,
    author={H. Ergün and M. Sert},
    booktitle={2016 24th Signal Processing and Communication Application Conference (SIU)},
    title={Feature-level fusion of convolutional neural networks for visual object classification},
    year={2016},
    pages={2173-2176},
    doi={10.1109/SIU.2016.7496204},
    month={May}
}

TY - CONF
TI - Feature-level fusion of convolutional neural networks for visual object classification
T2 - 2016 24th Signal Processing and Communication Application Conference (SIU)
SP - 2173
EP - 2176
AU - H. Ergün
AU - M. Sert
PY - 2016
DO - 10.1109/SIU.2016.7496204
JO - 2016 24th Signal Processing and Communication Application Conference (SIU)
JA - 2016 24th Signal Processing and Communication Application Conference (SIU)
Y1 - 16-19 May 2016

Ergun, H., Sert, M. (2016), "Fusing Deep Convolutional Networks for Large Scale Visual Concept Classification", In Proceedings of IEEE International Conference on Multimedia Big Data (BigMM'2016), Taipei, Taiwan, pp. 210-213.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{7545023,
    author={H. Ergun and M. Sert},
    booktitle={2016 IEEE Second International Conference on Multimedia Big Data (BigMM)},
    title={Fusing Deep Convolutional Networks for Large Scale Visual Concept Classification},
    year={2016},
    pages={210-213},
    doi={10.1109/BigMM.2016.86},
    month={April},
}

TY - CONF
TI - Fusing Deep Convolutional Networks for Large Scale Visual Concept Classification
T2 - 2016 IEEE Second International Conference on Multimedia Big Data (BigMM)
SP - 210
EP - 213
AU - H. Ergun
AU - M. Sert
PY - 2016
DO - 10.1109/BigMM.2016.86
JO - 2016 IEEE Second International Conference on Multimedia Big Data (BigMM)
JA - 2016 IEEE Second International Conference on Multimedia Big Data (BigMM)
Y1 - 20-22 April 2016

Yazici, A., Sattari, S., Yilmaz, T., Sert, M., Koyuncu, M., Gulen, E. (2016), "METU-MMDS: An Intelligent Multimedia Database System for Multimodal Content Extraction and Querying", Lecture Notes in Computer Science (Springer-Verlag), LNCS 9517:354-360.

[pdf] [bibtex] [endnote]

@article {sert_mmm2016,
    author = {Yazici, Adnan and Sattari, Saeid and Yilmaz, Turgay and Sert, Mustafa and Koyuncu, Murat and Gulen, Elvan},
    title = {METU-MMDS: An Intelligent Multimedia Database System for Multimodal Content Extraction and Querying},
    journal = {Lecture Notes in Computer Science},
    series={Lecture Notes in Computer Science},
    volume = {9517},
    publisher = {Springer International Publishing},
    isbn = {978-3-319-27673-1},
    url = {http://dx.doi.org/10.1007/978-3-319-27674-8_33},
    doi = {10.1007/978-3-319-27674-8_33},
    pages = {354-360},
    year = {2016},
}

TY - CHAP
PY - 2016
SN - 978-3-319-27673-1
T2 - MultiMedia Modeling
SE - 33
VL - 9517
T3 - Lecture Notes in Computer Science
DO - 10.1007/978-3-319-27674-8_33
TI - METU-MMDS: An Intelligent Multimedia Database System for Multimodal Content Extraction and Querying
UR - http://dx.doi.org/10.1007/978-3-319-27674-8_33
PB - Springer International Publishing
DA - 2016/01/01
AU - Yazici, Adnan
AU - Sattari, Saeid
AU - Yilmaz, Turgay
AU - Sert, Mustafa
AU - Koyuncu, Murat
AU - Gulen, Elvan
SP - 354-360
LA - English

2015

Ergun, H., and Sert, M. (2015), "Efficient Bag of Words Based Concept Extraction for Visual Object Retrieval", Advances in Intelligent Systems and Computing (Springer-Verlag), vol. 400:389-402.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{ergun_sert_fqas15,
    author={Ergun, Hilal and Sert, Mustafa},
    booktitle={Advances in Intelligent Systems and Computing (Springer-Verlag)},
    title={Efficient Bag of Words Based Concept Extraction for Visual Object Retrieval},
    volume={400},
    year={2015},
    month={Oct},
    pages={389--402},
}

TY - JOUR
PY - 2015
SE - 30
VL - 400
T3 - Advances in Intelligent Systems and Computing
DO - 10.1007/978-3-319-26154-6_30
TI - Efficient Bag of Words Based Concept Extraction for Visual Object Retrieval
PB - Springer Berlin Heidelberg
AU - Ergun, Hilal
AU - Sert, Mustafa
SP - 389
EP - 402

Kucukbay, S.E., and Sert, M. (2015), "Audio Event Detection Using Adaptive Feature Extraction Scheme", The Seventh International Conferences on Advances in Multimedia (MMEDIA'2015), Barcelona, Spain, pp. 44-49.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{kucukbay_sert_mmedia15,
    author={Kucukbay, S.E. and Sert, Mustafa},
    booktitle={MMEDIA 2015, The Seventh International Conferences on Advances in Multimedia},
    title={Audio Event Detection Using Adaptive Feature Extraction Scheme},
    year={2015},
    month={April},
    pages={44--49},
}

TY - CONF
TI - Audio Event Detection Using Adaptive Feature Extraction Scheme
SP - 44
EP - 49
AU - Kucukbay, S. E.
AU - Sert, Mustafa
Y1 - 19-24 Apr. 2015
PY - 2015
JA - MMEDIA 2015, The Seventh International Conferences on Advances in Multimedia
IS - 978-1-61208-400-8

Kucukbay, S.E., and Sert, M. (2015), "Audio-based event detection in office live environments using optimized MFCC-SVM approach", IEEE International Conference on Semantic Computing (ICSC'2015), Anaheim, CA, USA, pp.475-480.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{kucukbay_sert_icsc15,
    author={Kucukbay, S.E. and Sert, Mustafa},
    booktitle={IEEE International Conference on Semantic Computing (ICSC'2015)},
    title={Audio-based event detection in office live environments using optimized MFCC-SVM approach},
    year={2015},
    month={Feb},
    pages={475--480},
}

TY - CONF
TI - Audio-based event detection in office live environments using optimized MFCC-SVM approach
SP - 475
EP - 480
AU - Kucukbay, S. E.
AU - Sert, Mustafa
Y1 - 7-9 Feb. 2015
PY - 2015
JA - IEEE International Conference on Semantic Computing (ICSC'2015)
DO - 10.1109/ICOSC.2015.7050855

2014

Erdem, E.S., and Sert, M. (2014), "Efficient Recognition of Human Emotional States from Audio Signals", In Proceedings of IEEE International Symposium on Multimedia (ISM'2014), Taichung, Taiwan, pp. 139-142.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{erdem_sert_ism14,
    author={Erdem, E. Sonat and Sert, Mustafa},
    booktitle={Multimedia (ISM), 2014 IEEE International Symposium on},
    title={Efficient Recognition of Human Emotional States from Audio Signals},
    year={2014},
    month={Dec},
    pages={139--142},
}

TY - CONF
TI - Efficient Recognition of Human Emotional States from Audio Signals
SP - 139
EP - 142
AU - Erdem, E. Sonat
AU - Sert, Mustafa
Y1 - 10-12 Dec. 2014
PY - 2014
JA - Multimedia (ISM), 2014 IEEE International Symposium on
DO - 10.1109/ISM.2014.81

Sert, M., Ergun, H. (2014), "Video scene classification using spatial-pyramid based features", IEEE 22nd Signal Processing and Communications Applications Conference (SIU 2014), Trabzon, Turkey, pp.1946-1949.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{sert_ergun_siu14,
    author={Sert, Mustafa and Ergun, Hilal},
    booktitle={Signal Processing and Communications Applications Conference (SIU), 2014 22nd},
    title={Video scene classification using spatial-pyramid based feature},
    year={2014},
    month={Apr},
    pages={1946--1949},
}

TY - CONF
TI - Video scene classification using spatial-pyramid based feature
SP - 1946
EP - 1949
AU - Sert, Mustafa
AU - Ergun, Hilal
Y1 - 23-25 Apr. 2014
PY - 2014
JA - Signal Processing and Communications Applications Conference (SIU), 2014 22nd
DO - 10.1109/SIU.2014.6830637

2013

Okuyucu, C., Sert, M., and Yazici, A. (2013), "Audio Feature and Classifier Analysis for Efficient Recognition of Environmental Sounds", In Proceedings of IEEE International Symposium on Multimedia (ISM'2013), Anaheim, CA, USA, pp. 125-132.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{okuyucu_sert_ism13,
    author={Okuyucu, Cigdem and Sert, Mustafa and Yazici, Adnan},
    booktitle={Multimedia (ISM), 2013 IEEE International Symposium on},
    title={Audio Feature and Classifier Analysis for Efficient Recognition of Environmental Sounds},
    year={2013},
    month={Dec},
    pages={125-132},
}

TY - CONF
TI - Audio Feature and Classifier Analysis for Efficient Recognition of Environmental Sounds
SP - 125
EP - 132
AU - Okuyucu, Cigdem
AU - Sert, Mustafa
AU - Yazici, Adnan
Y1 - 9-11 Dec. 2013
PY - 2013
JA - Multimedia (ISM), 2013 IEEE International Symposium on
DO - 10.1109/ISM.2013.29

Okuyucu, C., Sert, M., and Yazici, A. (2013), "Environmental sound classification using spectral and harmonic feature combination", In Proceedings of 21st IEEE Signal Processing and Communications Applications Conference (SIU'13), Girne, KKTC, pp. 1-4.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{okuyucu_sert_siu13,
    author={Okuyucu, Cigdem and Sert, Mustafa and Yazici, Adnan},
    booktitle={Signal Processing and Communications Applications Conference (SIU), 2013 21st},
    title={Environmental sound classification using spectral and harmonic feature combination},
    year={2013},
    month={April},
    pages={1-4},
}

TY - CONF
TI - Environmental sound classification using spectral and harmonic feature combination
SP - 1
EP - 4
AU - Okuyucu, Cigdem
AU - Sert, Mustafa
AU - Yazici, Adnan
Y1 - 24-26 April 2013
PY - 2013
JA - Signal Processing and Communications Applications Conference (SIU), 2013 21st
DO - 10.1109/SIU.2013.6531589

2011

Dogan, E., Sert, M., Yazici, A. (2011), "A Flexible and Scalable Audio Information Retrieval System for Mixed-Type Audio Signals", International Journal of Intelligent Systems (Wiley), 26:952–970.

[pdf] [bibtex] [endnote]

@article {dogan_sert_ijis11,
    author = {Dogan, Ebru and Sert, Mustafa and Yazici, Adnan},
    title = {A flexible and scalable audio information retrieval system for mixed-type audio signals},
    journal = {International Journal of Intelligent Systems},
    volume = {26},
    number = {10},
    publisher = {Wiley Subscription Services, Inc., A Wiley Company},
    issn = {1098-111X},
    url = {http://dx.doi.org/10.1002/int.20508},
    doi = {10.1002/int.20508},
    pages = {952--970},
    year = {2011},
}

TY - JOUR
AU - Doğan, Ebru
AU - Sert, Mustafa
AU - Yazici, Adnan
TI - A flexible and scalable audio information retrieval system for mixed-type audio signals
JA - International Journal of Intelligent Systems
VL - 26
IS - 10
PB - Wiley Subscription Services, Inc., A Wiley Company
SN - 1098-111X
DO - 10.1002/int.20508
SP - 952
EP - 970
PY - 2011

Demir, U., Koyuncu, M., Yazici, A., Yilmaz, T., and Sert, M. (2011), "Flexible Content Extraction and Querying for Videos", Lecture Notes in Computer Science (Springer-Verlag), LNCS 7022:460-471.

[pdf] [bibtex] [endnote]

@article {utku_sert_fqas11,
    author = {Demir, Utku and Koyuncu, Murat and Yazici, Adnan and Yilmaz, Turgay and Sert, Mustafa},
    title = {Flexible Content Extraction and Querying for Videos},
    journal = {Lecture Notes in Computer Science},
    volume = {7022},
    publisher = {Springer Berlin Heidelberg},
    isbn = {978-3-642-24763-7},
    url = {http://dx.doi.org/10.1007/978-3-642-24764-4_40},
    doi = {10.1007/978-3-642-24764-4_40},
    pages = {460-471},
    year = {2011},
}

TY - JOUR
PY - 2011
SE - 40
VL - 7022
T3 - Lecture Notes in Computer Science
DO - 10.1007/978-3-642-24764-4_40
TI - Flexible Content Extraction and Querying for Videos
PB - Springer Berlin Heidelberg
AU - Demir, Utku
AU - Koyuncu, Murat
AU - Yazici, Adnan
AU - Yilmaz, Turgay
AU - Sert, Mustafa
SP - 460
EP - 471

2010

Yildiz, K., Sert, M. (2010), "Predicting Motifs In Human and Mouse Genes By Using Probabilistic Suffix Trees", In Proceedings of 15th Biomedical Engineering Conference (BIYOMUT), Antalya, TURKEY, pp. 1-4.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{yildiz_sert_biy10,
    author={Yildiz, K. and Sert, M.},
    booktitle={Biomedical Engineering Meeting (BIYOMUT), 2010 15th National},
    title={Predicting motifs in human and mouse genes by using Probabilistic Suffix Trees},
    year={2010},
    month={April},
    pages={1-4},
}

TY - CONF
TI - Predicting motifs in human and mouse genes by using Probabilistic Suffix Trees
SP - 1
EP - 4
AU - Yildiz, Kerem
AU - Sert, Mustafa
Y1 - 21-24 April 2010
PY - 2010
JA - Biomedical Engineering Meeting (BIYOMUT), 2010 15th National
DO - 10.1109/BIYOMUT.2010.5479737

2009

Dogan, E., Sert, M., Yazici, A. (2009), "Content-Based Retrieval of Audio in News Broadcasts", Lecture Notes in Artificial Intelligence (Springer-Verlag), LNAI 5822:548-559.

[pdf] [bibtex] [endnote]

@article {dogan_sert_lnai09,
    author = {Dogan, Ebru and Sert, Mustafa and Yazici, Adnan},
    title = {Content-Based Retrieval of Audio in News Broadcasts},
    journal = {Lecture Notes in Artificial Intelligence},
    volume = {5822},
    publisher = {Springer Berlin Heidelberg},
    isbn = {978-3-642-04956-9},
    url = {http://dx.doi.org/10.1007/978-3-642-04957-6_47},
    doi = {10.1007/978-3-642-04957-6_47},
    pages = {548-559},
    year = {2009},
}

TY - JOUR
PY - 2009
SE - 47
VL - 5822
T3 - Lecture Notes in Computer Science
DO - 10.1007/978-3-642-04957-6_47
TI - Content-Based Retrieval of Audio in News Broadcasts
PB - Springer Berlin Heidelberg
AU - Doğan, Ebru
AU - Sert, Mustafa
AU - Yazici, Adnan
SP - 548
EP - 559

Dogan, E., Sert, M., and Yazici, A. (2009), "Content-Based Classification and Segmentation of Mixed-Type Audio by Using MPEG-7 Features", In Proceedings of IEEE International Conference on Advances in Multimedia (MMEDIA'09), Colmar, FRANCE, pp. 152-157.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{dogan_sert_mm09,
    author={Dogan, E. and Sert, M. and Yazici, A.},
    booktitle={Advances in Multimedia, 2009. MMEDIA '09. First International Conference on},
    title={Content-Based Classification and Segmentation of Mixed-Type Audio by Using MPEG-7 Features},
    year={2009},
    month={July},
    pages={152-157},
}

TY - CONF
TI - Content-Based Classification and Segmentation of Mixed-Type Audio by Using MPEG-7 Features
SP - 152
EP - 157
AU - Dogan, Ebru
AU - Sert, Mustafa
AU - Yazici, Adnan
PY - 2009
JA - Advances in Multimedia, 2009. MMEDIA '09. First International Conference on
DO - 10.1109/MMEDIA.2009.35

2008

Sert, M., Baykal, B., and Yazici, A. (2008), "Combining Structural Analysis and Computer Vision Techniques for Automatic Speech Summarization", In Proceedings of IEEE International Symposium on Multimedia (ISM'08), Berkeley, California, USA, pp. 515-520.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{sert_baykal_ism08,
    author={Sert, M. and Baykal, B. and Yazici, A.},
    booktitle={Multimedia, 2008. ISM 2008. Tenth IEEE International Symposium on},
    title={Combining Structural Analysis and Computer Vision Techniques for Automatic Speech Summarization},
    year={2008},
    month={Dec},
    pages={515-520},
}

TY - CONF
TI - Combining Structural Analysis and Computer Vision Techniques for Automatic Speech Summarization
SP - 515
EP - 520
AU - Sert, Mustafa
AU - Baykal, Buyurman
AU - Yazici, Adnan
Y1 - 15-17 Dec. 2008
JA - Multimedia, 2008. ISM 2008. Tenth IEEE International Symposium on
DO - 10.1109/ISM.2008.90

2006

Sert, M., Baykal, B., Yazici, A. (2006), "Structural and Semantic Modeling of Audio for Content-based Querying and Browsing", Lecture Notes in Computer Science (Springer-Verlag), LNCS 4027:319-330.

[pdf] [bibtex] [endnote]

@article {sert_baykal_lncs06,
    author = {Sert, Mustafa and Baykal, Buyurman and Yazici, Adnan},
    title = {Structural and Semantic Modeling of Audio for Content-Based Querying and Browsing},
    journal = {Lecture Notes in Computer Science},
    volume = {4027},
    publisher = {Springer Berlin Heidelberg},
    isbn = {978-3-540-34638-8},
    url = {http://dx.doi.org/10.1007/11766254_27},
    doi = {10.1007/11766254_27},
    pages = {319-330},
    year = {2006},
}

TY - JOUR
PY - 2006
SE - 27
VL - 4027
DO - 10.1007/11766254_27
TI - Structural and Semantic Modeling of Audio for Content-Based Querying and Browsing
PB - Springer Berlin Heidelberg
AU - Sert, Mustafa
AU - Baykal, Buyurman
AU - Yazıcı, Adnan
SP - 319
EP - 330

Sert, M., Baykal, B., and Yazici, A. (2006), "Generating Expressive Summaries for Speech and Musical Audio Using Self-similarity Clues," In Proceedings of IEEE International Conference on Multimedia and Expo (ICME’06), Toronto, Ontario, CANADA, pp. 941-944.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{sert_baykal_icme06,
    author={Sert, M. and Baykal, B. and Yazici, A.},
    booktitle={Multimedia and Expo (ICME 2006), 2006 IEEE International Conference on},
    title={Generating Expressive Summaries for Speech and Musical Audio using Self-Similarity Clues},
    year={2006},
    month={Jul},
    pages={941-944},
}

TY - CONF
TI - Generating Expressive Summaries for Speech and Musical Audio using Self-Similarity Clues
SP - 941
EP - 944
AU - Sert, Mustafa
AU - Baykal, Buyurman
AU - Yazici, Adnan
PY - 2006
JA - Multimedia and Expo, 2006 IEEE International Conference on
DO - 10.1109/ICME.2006.262675

Sert, M., Baykal, B., and Yazici, A. (2006), "A Robust and Time-efficient Fingerprinting Model for Musical Audio", In Proceedings of IEEE International Symposium on Consumer Electronics (ISCE'06), St. Petersburg, RUSSIA, pp. 1-6.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{sert_baykal_isce06,
    author={Sert, M. and Baykal, B. and Yazici, A.},
    booktitle={Consumer Electronics, 2006. ISCE '06. 2006 IEEE Tenth International Symposium on},
    title={A Robust and Time-Efficient Fingerprinting Model for Musical Audio},
    year={2006},
    pages={1-6},
}

TY - CONF
TI - A Robust and Time-Efficient Fingerprinting Model for Musical Audio
SP - 1
EP - 6
AU - Sert, Mustafa
AU - Baykal, Buyurman
AU - Yazici, Adnan
PY - 2006
JA - Consumer Electronics, 2006. ISCE '06. 2006 IEEE Tenth International Symposium on
DO - 10.1109/ISCE.2006.1689505

2004

Cavusoglu, A., and Sert, M. (2004), "Digital Modulation and Classification of Baseband Signals Using TMS320C6701 DSP", International Journal of Engineering Science and Technology (Elsevier), 7(1):51–59.

[pdf] [bibtex] [endnote]

@article {cavusoglu_sert_jestech04,
    author = {Cavusoglu, Abdullah and Sert, Mustafa},
    title = {Digital Modulation and Classification of Baseband Signals Using TMS320C6701 DSP},
    journal = {International Journal of Engineering Science and Technology},
    volume = {7},
    number = {1},
    publisher = {Elsevier B.V.},
    issn = {2215-0986},
    url = {na},
    doi = {na},
    pages = {51--59},
    year = {2004},
}

TY - JOUR
AU - Cavusoglu, Abdullah
AU - Sert, Mustafa
TI - Digital Modulation and Classification of Baseband Signals Using TMS320C6701 DSP
JA - International Journal of Engineering Science and Technology
VL - 7
IS - 1
PB - Elsevier B.V.
SN - 2215-0986
DO - na
SP - 51
EP - 59
PY - 2004

Sert, M., Baykal, B. (2004), "Web-based Query Engine for Content-based and Semantic Retrieval of Audio", In Proceedings of IEEE International Symposium on Consumer Electronics (ISCE'04), Reading, UK, pp. 485-490.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{sert_baykal_isce04,
    author={Sert, M. and Baykal, B.},
    booktitle={Consumer Electronics, 2004. ISCE '06. 2004 IEEE 8 International Symposium on},
    title={Web-based query engine for content-based and semantic retrieval of audio},
    year={2004},
    pages={485-490},
}

TY - CONF
TI - Web-based query engine for content-based and semantic retrieval of audio
SP - 485
EP - 490
AU - Sert, Mustafa
AU - Baykal, Buyurman
PY - 2004
JA - Consumer Electronics, 2004 IEEE International Symposium on
DO - 10.1109/ISCE.2004.1375994

Sert, M., Baykal, B. (2004), "An Approach to the Semantic Modeling of Audio Databases", In Proceedings of IEEE International Conference on E-Business and Telecommunication Networks (ICETE'04), Setúbal, PORTUGAL, pp. 385-392.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{sert_baykal_icete04,
    author={Sert, Mustafa and Baykal, Buyurman},
    booktitle={E-business and Telecommunication Networks, 2004 International Conference on},
    title={An Approach to the Semantic Modeling of Audio Databases.},
    year={2004},
    pages={385-392},
}

TY - CONF
TI - An Approach to the Semantic Modeling of Audio Databases
SP - 385
EP - 392
AU - Sert, Mustafa
AU - Baykal, Buyurman
PY - 2004
JA - E-business and Telecommunication Networks, 2004 International Conference on

before 2003

Sert, M., Baykal, B. (2003), "A Web Model for Querying, Storing, and Processing Multimedia Content", In Proceedings of IASTED Information and Knowledge Sharing (IKS'03), Scottsdale, AZ, USA, pp. 277-282.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{sert_baykal_iks03,
    author={Sert, M. and Baykal, B.},
    booktitle={Information and Knowledge Sharing (IKS03)},
    title={A Web Model for Querying, Storing, and Processing Multimedia Content},
    year={2003},
    month={Nov},
    pages={277-282},
}

TY - CONF
TI - A Web Model for Querying, Storing, and Processing Multimedia Content
SP - 277
EP - 282
AU - Sert, Mustafa
AU - Baykal, Buyurman
PY - 2003
JA - Information and Knowledge Sharing (IKS03)

Tanyer, S.G., Sert, M., Cinar, E. (2000), "Design of a Complete Signal Analysis, Classification and Demodulation System", In Proceedings of 8th IEEE Signal Processing and Communications Applications Conference (SIU 2000), Antalya, TURKEY.

[pdf] [bibtex] [endnote]

@INPROCEEDINGS{tanyer_sert_siu2000,
    author={Tanyer, G. and Sert, M. and Cinar, E.},
    booktitle={Signal Processing and Communications Applications Conference (SIU), 2000 8th},
    title={Design of a Complete Signal Analysis, Classification and Demodulation System},
    year={2000},
    month={Jun},
}

TY - CONF
TI - Design of a Complete Signal Analysis, Classification and Demodulation System
SP - TBD
EP - TBD
AU - Tanyer, S. Gokhun
AU - Sert, Mustafa
AU - Cinar, Erdi
PY - 2000
JA - Signal Processing and Communications Applications Conference (SIU), 2000 8th

Theses

Sert, M., PhD Thesis, (2006), "Structural and Semantic Analysis of Audio Content for Content-based Querying and Browsing", Gazi University, Institute of Science and Technology, Dept. of Computer Science and Education, Ankara, TURKEY. (Under the supervision of Prof. Buyurman Baykal and Prof. Adnan Yazici in METU)

Sert, M., MS Thesis, (2001), "Development of HF Modem Algorithm and a Real-time Implementation using the TMS320C6701 DSP", Gazi University, Institute of Science and Technology, Dept. of Computer Science and Education, Ankara, TURKEY. (Under the supervision of Prof. S. Gökhun Tanyer in Başkent Univ.)