- Radio Frequency Integrated Circuit Design
- Advanced Image Fusion Techniques
- Embedded Systems Design Techniques
- Advanced Optical Network Technologies
- Advanced Image Processing Techniques
- Advanced Vision and Imaging
University of Michigan
2022
Recent years have witnessed a few attempts of vision transformers for single image super-resolution (SISR). Since the high resolution intermediate features in SISR models increases memory and computational requirements, efficient are more favored. Based on some popular transformer backbone, many methods explored reasonable schemes to reduce complexity self-attention module while achieving impressive performance. However, these only focus performance training platform (e.g.,...
RF system development is traditionally constrained by a restrictive trade-off between power efficiency and programmatic flexibility. We outline path towards achieving both, thereby enabling range of new concepts that better utilize limited resources. As an example, for many future applications, we consider convergence – reusing the same spectrum waveforms to achieve multiple distributed functions goals, simultaneously. To enable this next step in processing, develop novel framework includes...