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Mon Dec 13 07:55 AM -- 04:00 PM (PST)
Workshop on Deep Learning and Inverse Problems
Reinhard Heckel · Paul Hand · Rebecca Willett · christopher metzler · Mahdi Soltanolkotabi

Learning-based methods, and in particular deep neural networks, have emerged as highly successful and universal tools for image and signal recovery and restoration. They achieve state-of-the-art results on tasks ranging from image denoising, image compression, and image reconstruction from few and noisy measurements. They are starting to be used in important imaging technologies, for example in GEs newest computational tomography scanners and in the newest generation of the iPhone.

The field has a range of theoretical and practical questions that remain unanswered, including questions about guarantees, robustness, architectural design, the role of learning, domain-specific applications, and more. This virtual workshop aims at bringing together theoreticians and practitioners in order to chart out recent advances and discuss new directions in deep learning-based approaches for solving inverse problems in the imaging sciences and beyond.

Opening Remarks
Alex Dimakis Talk (Talk)
Alex Dimakis (Live Q&A)
Muyinatu Bell Talk (Talk)
Muyinatu Bell (Live Q&A)
Greedy Learning for Large-Scale Neural MRI Reconstruction (Contributed Talk)
Ozturkler (Live Q&A)
Beyond Independent Measurements: General Compressed Sensing with GNN Application (Talk)
Naderi (Live Q&A)
Break and open discussion with at Alex Dimakis and Muyinatu Bell at gathertown (Break and Discussion)
Physics-Based Learned Diffuser for Single-shot 3D Imaging (Talk)
Markley (Live Q&A)
Kerstin Hammernik Talk (Talk)
Kerstin Hammernik (Live Q&A)
Carola Schönlieb Talk (Talk)
Carola Schönlieb (Live Q&A)
Break and open discussion with Kerstin Hammernik and Carola Schönlieb at gathertown (Break and Discussion)
Poster Session
Gordon Wetzstein Talk (Talk)
Gordon Wetzstein (Live Q&A)
Stan Osher Talk (Talk)
Stan Osher (Live Q&A)
Jonas Adler (Talk)
Jonas Adler (Live Q&A)
Break and open discussion with Gordon Wetzstein, Stan Osher, and Jonas Adler at gathertown (Break and Discussion)