| 2025 | ISM | A Hybrid Noise Perturbation-Based Denoising Autoencoder for Machine Sound Anomaly Detection. | Kadir Torun, Mustafa Sert |
| 2023 | ISM | Weakly Labeled Sound Event Detection using Attention Mechanism with Teacher-Student Model. | Yesim Akar, Mustafa Sert |
| 2023 | ISM | Self-Supervised Learning of Free-Hand Sketches with Bzier Curve Features. | Taner Glez, Mustafa Sert |
| 2021 | INISTA | Permeability Estimation for Natural State Modeling of Geothermal Fields with Machine Learning. | Ali Baser, Mustafa Sert |
| 2021 | ISM | Anomaly Detection in Smart Home Environments using Convolutional Neural Network. | Naci Mert Ercan, Mustafa Sert |
| 2020 | ISM | Audio Captioning Based on Combined Audio and Semantic Embeddings. | Aysegl zkaya Eren, Mustafa Sert |
| 2019 | ISM | Combining Acoustic and Semantic Similarity for Acoustic Scene Retrieval. | Mustafa Sert, Ahmet Melih Basbug |
| 2017 | AVSS | Multimodal vehicle type classification using convolutional neural network and statistical representations of MFCC. | Berkay Selbes, Mustafa Sert |
| 2016 | ICMI | Recognizing facial expressions of emotion using action unit specific decision thresholds. | Mustafa Sert, Nukhet Aksoy |
| 2016 | MMM | METU-MMDS: An Intelligent Multimedia Database System for Multimodal Content Extraction and Querying. | Adnan Yazici, Saeid Sattari, Turgay Yilmaz, Mustafa Sert, Murat Koyuncu, Elvan Gulen |
| 2015 | FQAS | Efficient Bag of Words Based Concept Extraction for Visual Object Retrieval. | Hilal Ergun, Mustafa Sert |
| 2014 | ISM | Efficient Recognition of Human Emotional States from Audio Signals. | Ernur Sonat Erdem, Mustafa Sert |
| 2013 | ISM | Audio Feature and Classifier Analysis for Efficient Recognition of Environmental Sounds. | Cigdem Okuyucu, Mustafa Sert, Adnan Yazici |
| 2011 | FQAS | Flexible Content Extraction and Querying for Videos. | Utku Demir, Murat Koyuncu, Adnan Yazici, Turgay Yilmaz, Mustafa Sert |
| 2009 | FQAS | Content-Based Retrieval of Audio in News Broadcasts. | Ebru Dogan, Mustafa Sert, Adnan Yazici |
| 2008 | ISM | Combining Structural Analysis and Computer Vision Techniques for Automatic Speech Summarization. | Mustafa Sert, Buyurman Baykal, Adnan Yazici |
| 2006 | FQAS | Structural and Semantic Modeling of Audio for Content-Based Querying and Browsing. | Mustafa Sert, Buyurman Baykal, Adnan Yazici |