影像編修技術與特效合成
Image Manipulation Techniques and Visual Effects
| 節 | 週四 |
|---|---|
5 13:20–14:10 | 影像編修技術與特效合成 EC115（光復） 2 節連堂 |
6 14:20–15:10 |
* 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 matting, segmentation, warping, compositing, inpainting, style transfer, and so forth. Students will learn the algorithms behind, such as objective optimization and deep learning. Students will develop intelligent editing tools for their projects.
C/C++ or Python programming, calculus, matrix computation or linear algebra (Optional) {Backgrounds in computer graphics, computer vision, image processing or deep learning will be helpful }
無備註
Course-related material will be uploaded onto E3. {Class lectures and the teaching materials (slides, homework, etc.) are in English. Students are encouraged to speak English for questions and discussion, but we are still welcome to use Mandarin Chinese to clarify certain issues.}
(Provisional) #Programming homework assignments (40~60%) #Paper study and presentation (10~20%) #Term project (35~50%) #Class participation (0~10% or bonus)
教師未提供此項資料
| 週次 | 主題 |
|---|---|
| 第 1 週 | Overview of image manipulation and visual effects 2023-09-14(四) |
| 第 2 週 | Essential principles of images and features. Color histograms and GMM 2023-09-21(四) |
| 第 3 週 | Image matting and compositing 2023-09-28(四) |
| 第 4 週 | Image segmentation and compositing with Graphcut 2023-10-05(四) |
| 第 5 週 | Image warping and morphing 2023-10-12(四) |
| 第 6 週 | Texture manipulation 2023-10-19(四) |
| 第 7 週 | Patch-based optimization and image inpainting 2023-10-26(四) |
| 第 8 週 | Essential concepts about neural networks for images 2023-11-02(四) |
| 第 9 週 | Convolutional Neural Network (CNN) and Generative Adversarial Network (GAN) 2023-11-09(四) |
| 第 10 週 | Image manipulation and visual effects with CNN, GAN and recent models (I) 2023-11-16(四) |
| 第 11 週 | Image manipulation and visual effects with CNN, GAN and recent models (II) 2023-11-23(四) |
| 第 12 週 | Image manipulation and visual effects with CNN, GAN and recent models (III) 2023-11-30(四) |
| 第 13 週 | Advanced topics 2023-12-07(四) |
| 第 14 週 | Paper survey and project proposal (I) 2023-12-14(四) |
| 第 15 週 | Paper survey and project proposal (II) 2023-12-21(四) |
| 第 16 週 | Week for alternative curriculum/supplementary teaching 2023-12-28(四) |
| 第 17 週 | Week for alternative curriculum/supplementary teaching 2024-01-04(四) |
| 第 18 週 | Final presentation and demo 2024-01-11(四) |
Course slides References: *Proceedings of ACM SIGGRAPH, SIGGRAPH Asia, IEEE CVPR, ICCV, ECCV, and other related articles.
- 地點
- EC704
- 時間
- To be announced.
- 聯絡方式
- Email: ichenlin@cs.nctu.edu.tw