影像編修技術與特效合成
Image Manipulation Techniques and Visual Effects
| 節 | 週一 | 週三 |
|---|---|---|
2 09:00–09:50 | 影像編修技術與特效合成 EC329（光復） | |
3 10:10–11:00 | 影像編修技術與特效合成 EC329（光復） 2 節連堂 | |
4 11:10–12:00 |
* 根據陽明交大上課時間表所列
Digital manipulation techniques are now popularly used to generate compelling, plausible, or exaggerative images for photo retouching or visual effects. In this course, we will introduce modern image analysis and synthesis techniques, e.g. image segmentation, warping, compositing, inpainting, style transfer, and so forth. Students will learn the algorithms behind, such as objective optimization and deep learning, and will develop tools for their visual effect projects.
C/C++ programming, calculus, matrix computation (or linear algebra) (Optional) {Backgrounds in computer graphics, computer vision, or image processing will be helpful }
無備註
Course-related material will be uploaded onto E3New.
(Provisional) #Quiz (5~15%) #Paper study and presentation (5~15%) #Programming homework assignment (35~45%) #Term project (35~45%)
教師未提供此項資料
| 週次 | 主題 |
|---|---|
| 第 1 週 | Overview of image manipulation and visual effects |
| 第 2 週 | Essential principles of images and features |
| 第 3 週 | Color histograms and GMM |
| 第 4 週 | Image matting and compositing |
| 第 5 週 | Image segmentation and compositing with Graphcut |
| 第 6 週 | Photo coloring |
| 第 7 週 | Image warping and morphing |
| 第 8 週 | Texture manipulation and image inpainting |
| 第 9 週 | Face and body synthesis |
| 第 10 週 | Image manipulation and visual effects with CNN (I) |
| 第 11 週 | Image manipulation and visual effects with CNN (II) |
| 第 12 週 | Image manipulation and visual effects with GAN (I) |
| 第 13 週 | Image manipulation and visual effects with GAN (II) |
| 第 14 週 | Paper survey and project proposal (I) |
| 第 15 週 | Paper survey and project proposal (II) |
| 第 16 週 | Quiz |
| 第 17 週 | Advanced topics |
| 第 18 週 | Final demo |
Course slides References: *Proceedings of ACM SIGGRAPH, SIGGRAPH Asia, IEEE CVPR, ICCV and other related articles.
- 地點
- EC704
- 時間
- To be announced.
- 聯絡方式
- ichenlin@cs.nctu.edu.tw