Byoungsung LiminTowards Data ScienceBasics of Deep Learning: BackpropagationStep by step hands-on tutorial for backpropagation from scratchAug 8, 2021Aug 8, 2021
Byoungsung LimWhat is a Gaussian Process and Why?A Gaussian process is a concept that always comes next to Bayesian linear regression. Both approaches have strong advantages over measuring…Jul 17, 2021Jul 17, 2021
Byoungsung Lim[Paper Review] PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human DigitizationS. Saito, Z. Huang, R. Natsume, S. Morishima, A. Kanazawa, and H. Li, “PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed…May 3, 2021May 3, 2021
Byoungsung LiminGeek CulturePractical Understanding of Principal Component Analysis (PCA)Oftentimes, fundamental mathematics I learned in the past became unclear when applied in deep learning and PCA is one of them. In this…Apr 19, 2021Apr 19, 2021
Byoungsung Lim[Paper Review] DetNAS: Backbone Search for Object DetectionY. Chen, T. Yang, X. Zhang, G. Meng, X. Xiao, and J. Sun, “DetNAS: Backbone Search for Object Detection,” NeurIPS, 2019, pp. 1–11.Mar 15, 2021Mar 15, 2021
Byoungsung LimHow to Efficiently use Remote Server’s Docker for Deep LearningI’ve recently had a chance to set up our lab’s remote server and was hard to find a clear guideline for what I wanted. I was trying to…Feb 26, 2021Feb 26, 2021
Byoungsung Lim[Paper Review] Photo Wake-Up: 3D Character Animation from a Single PhotoC.-Y. Weng, B. Curless, and I. Kemelmacher-Shlizerman, “Photo Wake-Up: 3D Character Animation from a Single Photo,” CVPR, 2019, pp…Feb 16, 2021Feb 16, 2021
Byoungsung LimBayesian Linear Regression for Dummies: Avocado Volume PredictionIn summary, the prior distribution is our belief or assumption on the weight vector with mean and covariance. Then, the likelihood which…Feb 12, 2021Feb 12, 2021
Byoungsung Lim[Paper Review] Alive Caricature from 2D to 3DQ. Wu, J. Zhang, Y.-K. Lai, J. Zheng, and J. Cai, “Alive Caricature from 2D to 3D,” CVPR, 2018, pp. 7336–7345.Jan 29, 2021Jan 29, 2021
Byoungsung LimWhy I started writing my storiesLike everyone else, coming up with a new year’s resolution is the first thing I do on the first day of every year. I happen to realize…Jan 1, 2021Jan 1, 2021
![[Paper Review] PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization](https://miro.medium.com/v2/resize:fill:160:106/0*YoXUM7UYKfbkCTXx.png)
![[Paper Review] PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization](https://miro.medium.com/v2/resize:fill:320:214/0*YoXUM7UYKfbkCTXx.png)
![[Paper Review] DetNAS: Backbone Search for Object Detection](https://miro.medium.com/v2/resize:fill:160:106/1*6x0tkyKELvOoLObQtWGMgA.png)
![[Paper Review] DetNAS: Backbone Search for Object Detection](https://miro.medium.com/v2/resize:fill:320:214/1*6x0tkyKELvOoLObQtWGMgA.png)
![[Paper Review] Photo Wake-Up: 3D Character Animation from a Single Photo](https://miro.medium.com/v2/resize:fill:160:106/1*QWyf9m8n372iFSeBJFh6xw.png)
![[Paper Review] Photo Wake-Up: 3D Character Animation from a Single Photo](https://miro.medium.com/v2/resize:fill:320:214/1*QWyf9m8n372iFSeBJFh6xw.png)
