By DeepStrive
In reality, resolution of face images may not necessarily be as high as desired. These may sometimes be limited by hardware of imaging devices , or the fact that the image is sometimes out of focus. Image resolution may also be limited by the distance between the human subject and the imaging device, such that the face image taken is small. Therefore, it is highly desirable and valuable if high-resolution face image could be reconstructed from low-resolution image using super-resolution techniques. The latest advancement in deep learning technology opens possibility for more plausible image super-resolution by learning from realistic facial features.
There are several rooms for improvements on existing solutions of super-resolution by deep learning and algorithmic models and algorithmic models. In terms of:
Task | Estimated start time | Estimated completion time | Completion status |
---|---|---|---|
Stage 1 | |||
Initial self-study on deep learning | Aug 20, 2018 | Oct 15, 2018 | 80% |
Image collection and pre-processing | Sep 1, 2018 | Sep 30, 2018 | 100% |
Literature Review | Sep 1, 2018 | Sep 30, 2018 | 100% |
Phase 1 deliverable: Detailed project plan | Sep 1, 2018 | Sep 30, 2018 | 100% |
Phase 1 deliverable: Project webpage | Sep 1, 2018 | Sep 30, 2018 | 100% |
Stage 2 | |||
Get familiar with tools and environment | Sep 15, 2018 | Oct 15, 2018 | 50% |
Replication of results from research papers | Oct 1, 2018 | Oct 31, 2018 | 0% |
Stage 3 | |||
Model creation, evaluation and implementation sDeliverable: Deep learning model – initial version |
Nov 1, 2018 | Jan 6, 2018 | 0% |
First presentation | Jan 7, 2019 | Jan 11, 2019 | 0% |
Phase 2 deliverable: Interim Report | Dec 24, 2018 | Jan 20, 2019 | 0% |
Enhance deep learning model Deliverable: deep learning model – enhanced version |
Jan 21, 2019 | Feb 28, 2019 | 0% |
Stage 4 | |||
Implement optional features Deliverable: deep learning model – extended version |
Mar 1, 2019 | Apr 7, 2019 | 0% |
Phase 3 deliverable: Implementation and Final Report | Mar 18, 2019 | Apr 14, 2019 | 0% |
Final presentation | Apr 15, 2019 | Apr 19, 2019 | 0% |
Project exhibition | Apr 15, 2019 | Apr 29, 2019 | 0% |
Project competition (if selected) | Apr 30, 2019 | May 29, 2019 | 0% |