Hi! I am an Ph.D. student at Northwestern University Computer Science Department, advised by Emma Alexander!
My interests involve building new imaging tools by combining our knowledge of signal processing, optics, and optimization.
− Our exciting new work will soon be anounced here!.
− Work on a high-speed optical laser line scanning system for 3D recovery of objects.
− Reconstructed 3D objects are later used to detect, classify and track incoming threats for an active protection system.
− Develop methods to bridge the gap between classical iterative methods and deep neural networks used in imaging.
− Work on algorithm unrolling techniques that would let a DNN learn iterative methods. Using algorithm unrolling, we hope tolet the neural network effectively use prior knowledge aboutthe restoration task at hand while also decreasing the amountof data needed for training.
− Developed two blind image watermarking methods for a streaming service in Turkey.
- The first method utilizes classical image processing methods. Watermark is embedded in the transformdomain for added robustness and imperceptibility.
- The second method utilizes generative adversarial networks, trained end to end.
- The project is partially funded and supported by the Scientific and Technological Research Council of Turkey.
- Completed a Report
− Developed an active splint prototype designed to assist hand flexion movement for patients with flexor tendon raptures.
− The splint actively monitors the flexor muscle surface EMG levels and the load applied by the splint to assist hand movement when necessary.
− Completed a Report
Silicon solar cell performance analysis using machine learning tools.
GPA: 3.83