Zafer Doğan - Developing tractable deep learning models for image enhancement and restoration problems
Türkiye, Istanbul
Study location | Türkiye, Istanbul |
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Type | Summer Research Program - Undergraduate, full-time |
Language requirements | English |
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Other requirements | At least 2 reference(s) must be provided. |
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Overview
“Here we focus on image enhancement and restoration problem. Deep learning has become the method of choice for image enhancement and restoration. However, prior to the DL revolution, non-local image restoration methods, such as non-local means, and BM3D, were the dominant algorithms in the field. Here, the goal is to reconcile DL with non-local algorithms and come up with a new generation of powerful image enhancement and restoration methods. The topics include, but are not limited to:
Image/video super-resolution
Image/video denoising
Image/video inpainting
Image/video dehazing
Image/video deblurring”