| 2026 | ACIIDS | SHAP-Guided LightGBM Classification of Neuropathic EMG Signals. | Massimo Coppotelli, Aziz Gaaya, Patricia Conde-Cespedes, Behet Ugur Treyin, Maria Trocan |
| 2026 | ISCAS | Residual-Free Image Reconstruction from HEVC for Compressed-Domain Visual Analytics. | Muhammet Sebul Beratoglu, Behet Ugur Treyin |
| 2026 | ISCAS | HalF&D: A Parameter Efficient Small Object Detection Approach. | Ahmet Nuri Yilmaz, Onur Can Koyun, Behet Ugur Treyin |
| 2025 | ICIP | Splitter: Faster Inference through Channel Partitioning and Feature Fusion. | Onur Can Koyun, Kemal Ilgar Eroglu, Behet Ugur Treyin |
| 2024 | CVPR | HaLViT: Half of the Weights are Enough. | Onur Can Koyun, Behet Ugur Treyin |
| 2024 | ISCAS | Generated Compressed Domain Images to the Rescue: Cross Distillation from Compressed Domain to Pixel Domain. | Reyhan Kevser Keser, Muhammet Sebul Beratoglu, Behet Ugur Treyin |
| 2023 | ICASSP | Sievenet: An Efficient Model Utilizing H.265 Codec Structure for Video Object Detection. | Onur Can Koyun, Behet Ugur Treyin |
| 2023 | ICLR | Averager Student: Distillation from Undistillable Teacher. | Reyhan Kevser Keser, Behet Ugur Treyin |
| 2021 | ICCCI | Bi-RDNet: Performance Enhancement for Remote Sensing Scene Classification with Rotational Duplicate Layers. | Erdem Safa Akkul, Berk Arican, Behet Ugur Treyin |
| 2021 | ICCCI | Sparse Progressive Neural Networks for Continual Learning. | Esra Ergn, Behet Ugur Treyin |
| 2021 | ICCCI | Anomaly Detection on ADS-B Flight Data Using Machine Learning Techniques. | Osman Tasdelen, Levent arkacioglu, Behet Ugur Treyin |
| 2019 | ICASSP | Fire Detection in H.264 Compressed Video. | Murat Muhammet Savci, Yasin Yildirim, Grkem Saygili, Behet Ugur Treyin |