Offline Reinforcement Learning for Bandwidth Estimation in RTC Using a Fast Actor and Not-So-Furious Critic

\cCetinkaya, Ekrem; Pehlivanoglu, Ahmet; Ayten, Ihsan U.; Yumakogullari, Basar; Ozgun, Mehmet E.; Erinc, Yigit K.; Deniz, Enes; Begen, Ali C.

Proceedings of the 15th ACM Multimedia Systems Conference - conference paper

ECAS-ML: Edge Computing Assisted Adaptation Scheme with Machine Learning for HTTP Adaptive Streaming

Aguilar-Armijo, Jesús; \cCetinkaya, Ekrem; Timmerer, Christian; Hellwagner, Herman

International Conference on MultiMedia Modeling - conference paper

ECAS-ML: Edge Computing Assisted Adaptation Scheme with Machine Learning for HTTP Adaptive Streaming

Jesús Aguilar-Armijo, Ekrem Çetinkaya, Christian Timmerer, Hermann Hellwagner

book chapter

LFC-SASR: Light Field Coding Using Spatial and Angular Super-Resolution

\cCetinkaya, Ekrem; Amirpour, Hadi; Timmerer, Christian

2022 IEEE International Conference on Multimedia and Expo Workshops (ICMEW) - conference paper

LiDeR: Lightweight Dense Residual Network for Video Super-Resolution on Mobile Devices

\cCetinkaya, Ekrem; Nguyen, Minh; Timmerer, Christian

2022 IEEE 14th Image, Video, and Multidimensional Signal Processing Workshop (IVMSP) - conference paper

MoViDNN: A Mobile Platform for Evaluating Video Quality Enhancement with Deep Neural Networks

Ekrem Çetinkaya, Minh Nguyen, Christian Timmerer

book chapter

Super-Resolution Based Bitrate Adaptation for HTTP Adaptive Streaming for Mobile Devices

Nguyen, Minh; \cCetinkaya, Ekrem; Hellwagner, Hermann; Timmerer, Christian

Proceedings of the 1st Mile-High Video Conference - conference paper

CTU Depth Decision Algorithms for HEVC: A survey

\cCetinkaya, Ekrem; Amirpour, Hadi; Ghanbari, Mohammad; Timmerer, Christian

Signal Processing: Image Communication - journal article

Fast Multi-Resolution and Multi-Rate Encoding for HTTP Adaptive Streaming Using Machine Learning

\cCetinkaya, Ekrem; Amirpour, Hadi; Timmerer, Christian; Ghanbari, Mohammad

IEEE Open Journal of Signal Processing - journal article

Fast Multi-Resolution and Multi-Rate Encoding for HTTP Adaptive Streaming Using Machine Learning

IEEE Open Journal of Signal Processing - journal article

Machine Learning Based Video Coding Enhancements for HTTP Adaptive Streaming

\cCetinkaya, Ekrem

Proceedings of the 12th ACM Multimedia Systems Conference - conference paper

Machine Learning Based Video Coding Enhancements for HTTP Adaptive Streaming

Proceedings of the 12th ACM Multimedia Systems Conference - conference paper

Towards Optimal Multirate Encoding for HTTP Adaptive Streaming

Amirpour, Hadi; \cCetinkaya, Ekrem; Timmerer, Christian; Ghanbari, Mohammad

International Conference on Multimedia Modeling - conference paper

Towards Optimal Multirate Encoding for HTTP Adaptive Streaming

2021 International Conference on Multimedia Modeling (MMM) - conference paper

WISH: User-centric Bitrate Adaptation for HTTP Adaptive Streaming on Mobile Devices

Nguyen, Minh; \cCetinkaya, Ekrem; Hellwagner, Hermann; Timmerer, Christian

2021 IEEE 23rd International Workshop on Multimedia Signal Processing (MMSP) - conference paper

FaME-ML: Fast Multirate Encoding for HTTP Adaptive Streaming Using Machine Learning

\cCetinkaya, Ekrem; Amirpour, Hadi; Timmerer, Christian; Ghanbari, Mohammad

2020 IEEE International Conference on Visual Communications and Image Processing (VCIP) - conference paper

FaME-ML: Fast Multirate Encoding for HTTP Adaptive Streaming Using Machine Learning

2020 IEEE International Conference on Visual Communications and Image Processing (VCIP) - conference paper

Fast Multi-rate Encoding for Adaptive HTTP Streaming

Amirpour, Hadi; \cCetinkaya, Ekrem; Timmerer, Christian; Ghanbari, Mohammad

2020 Data Compression Conference (DCC) - conference paper

Fast Multi-rate Encoding for Adaptive HTTP Streaming

2020 Data Compression Conference (DCC) - conference paper

Image Denoising Using Deep Convolutional Autoencoder with Feature Pyramids

\cCetinkaya, Ekrem; Kirac, M. Furkan

Turkish Journal of Electrical Engineering & Computer Sciences - journal article

Image denoising using deep convolutional autoencoder with feature pyramids

Ekrem ÇETİNKAYA, M. Furkan KIRAÇ

TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES - journal article