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Course description
CSE 590V is a seminar/reading group focused on recent work in computer vision and graphics. We will cover
papers from recent and upcoming conferences related to computer vision (CVPR, ICCV, ECCV,
SIGGRAPH, NeurIPS, ICLR, ICML). We will also have guest lectures talking about their researches. The seminar is
open to everyone. We especially encourage first year graduate students who may be considering research
in computer vision or related areas to participate.
Logistics
Time: Mondays @ 11:00am - 12:00pm
Zoom link: Here
Organizers: Luyang Zhu (lyzhu @
cs washington edu) and Johanna Karras (jskarras @ cs washington edu)
Schedule
| Date |
Presenters |
Papers |
Slides |
| October 4 |
Luyang/Yifan |
Fast NeRFs |
Slides |
| October 11 |
Chung-Yi |
3D Generative Models
- HoloGAN: Unsupervised learning of 3D representations from natural images
- GRAF: Generative Radiance Fields for 3D-Aware Image Synthesis
- pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis
- GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields
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Slides, Recording |
| October 18 |
Jingwei |
Image-based HMR
- [ECCV 2016] Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Image
- [CVPR 2018] HMR: End-to-end Recovery of Human Shape and Pose
- [ICCV 2019] SPIN: SMPL oPtimization IN the loop
- [ICCV 2021] Probabilistic Modeling for Human Mesh Recovery
- [ICCV 2021] PARE: Part Attention Regressor for 3D Human Body Estimation
Video-based HMR
- [CVPR 2019] Temporal HMR: Learning 3D Human Dynamics from Video
- [CVPR 2020] VIBE: Video Inference for Human Body Pose and Shape Estimation
- [ICCV 2021] HuMoR: 3D Human Motion Model for Robust Pose Estimation
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Slides, Recording |
| October 25 |
Guest Speaker: James Tompkin
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| November 1 |
Meng-Li, Xiaojuan |
Recent Techniques on Holistic Video Editing:
- Layered neural rendering for retiming people in video
- Omnimatte: Associating Objects and Their Effects in Video
- Layered neural atlases for consistent video editing
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Slides, Recording |
| November 8 |
Johanna |
Generative Vision Transformers;
- Zero-Shot Text-to-Image Generation
- Taming Transformers for High-Resolution Synthesis
- TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up
- Generative Adversarial Transformers
- ViTGAN : Training GANs with Vision Transformers
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Slides, Recording
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| November 15 |
CVPR DDL |
No seminar |
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| November 22 |
CVPR Supp DDL |
No seminar |
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| November 29 |
Benlin |
Editing Conditional Radiance Fields |
Slides, Recording
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| December 6 |
One-Shot Free-view Neural Talking-Head Synthesis for Video Conferencing |
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