4840-1054: Media Computing in Practice (Summer 2022)
News
- April 21: Updated the schedule and What should you do in each class.
- April 14: Updated the schedule. Created the page of What should you do in each class?
- April 14: If you’ve submitted a form of SageMaker Studio Lab but still haven’t authorized yet, please email to Takahiro Kubo (AWS) directory.
- April 13: Week2 slide has been uploaded.
- April 6: Students who wish to take the course must complete the survey on the ITC-LMS
by 23:59 on April 6.As I have decided to give a lecture in Week 2, I extended the deadline for the survey until 23:59 on April 12. - April 6: Created a Q&A page.
Overview
This lecture will be given in seminar-style. Students will read, implement, and present a recent paper. The code must be publicly available as a GitHub repository. In addition, students will update other students’ repositories using Pull Requests.
- Instructor: Yusuke Matsui.
- Dates: Wednesday, 2nd period (10:25 - 12:10)
- Location: Zoom (see ITC-LMS for the zoom URL)
Goal
- Learn about recent research in the multimedia field (including but not limited to CV, NLP, ML, etc.)
- Learn how to publish your research through the release of source code
- Learn modern software development through the experience of modifying other students’ source code using Pull Request
Prerequisites
- GitHub account (mandatory)
Assessment
- Presentation, coding, and Pull Requests.
- Depending on the number of participants, attendance may also be considered.
Schedule
| Date (2022) | Contents | Presented by | Resources |
|---|---|---|---|
| Week 1, Apr 6 | Guidance | Yusuke Matsui | [slide], [repo] |
| Week 2, Apr 13 | Paper selection + PR + GitHub Actions | Yusuke Matsui | [slide] |
| Week 3, Apr 20 | Seminar | Yusuke Matsui | [slide] |
| Kim+, “Dynamic Closest Color Warping to Sort and Compare Palettes”, SIGGRAPH 2021 | 吴 宇涵 (Yuhan Wu) | [slide], [repo] | |
| Huang+, “Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization”, ICCV 2017 | YANG Chengkai | [slide], [repo] | |
| Week 4, Apr 27 | Seminar | ||
| (1) Takahashi and Mitsufuji, “Densely connected multidilated convolutional networks for dense prediction tasks”, CVPR 2021 and (2) Défossez+, “Music Source Separation in the Waveform Domain”, arXiv 2021 | naba89 | [slide], [repo] | |
| Kipf+, “Neural Relational Inference for Interacting Systems”, ICML 2018 | 郑 书晗 (Zheng Shuhan) | [slide], [repo] | |
| Week 5, May 11 | Seminar | ||
| Ronneberger+, “U-Net: Convolutional Networks for Biomedical Image Segmentation”, MICCAI 2015 | 朱 国豪 (Guohao (Trevor) Zhu) | [slide], [repo] | |
| Ishida+, “Do We Need Zero Training Loss After Achieving Zero Training Error?”, ICML 2020 | アヌバワ アヌバワ | [slide], [repo] | |
| Week 6, May 18 | Seminar | ||
| Sabour+, “Dynamic Routing Between Capsules”, NIPS 2017 | 尤 書恒 (You Shuheng) | [slide], [repo] | |
| Choudhary+, “BerConvoNet: A deep learning framework for fake news classification”, Applied Soft Computing | 陳 星星 (Chen Xingxing) | [slide], [repo] | |
| Week 7, May 25 | Seminar | ユンセィ セィリン | |
| Seminar | BAYASGALAN Amartuvshin | ||
| Seminar | LUO Erxiang | ||
| Seminar | Fu Lian | ||
| Seminar | 楊 博銘 (Yang Boming) | ||
| Week 8, June 8 | Seminar | 曹 永鵬 (Cao Yongpeng) | |
| Seminar | 佐藤 賢志郎 (Kenshiro Sato) | ||
| Seminar | 舘野 将寿 (Masatoshi Tateno) | ||
| Seminar | 林 洸希 (Koki Hayashi) | ||
| Week 9, June 15 | Coding day | ||
| Week 10, June 22 | Seminar for PR | Presenters of Apr 20 and Apr 27 | |
| Week 11, June 29 | Seminar for PR | Presenters of May 11 and May 18 | |
| Week 12, July 6 | Seminar for PR | Presenters of May 25 and June 8 | |
| Week 13, July 13 | (invited talk) |