Sota Kato / 加藤聡太

This is the front page of a website that is powered by the Academic Pages template and hosted on GitHub pages. GitHub pages is a free service in which websites are built and hosted from code and data stored in a GitHub repository, automatically updating when a new commit is made to the repository. This template was forked from the Minimal Mistakes Jekyll Theme created by Michael Rose, and then extended to support the kinds of content that academics have: publications, talks, teaching, a portfolio, blog posts, and a dynamically-generated CV. Incidentally, these same features make it a great template for anyone that needs to show off a professional template!

You can fork this template right now, modify the configuration and Markdown files, add your own PDFs and other content, and have your own site for free, with no ads!

My Research

Edge AI for Autonomous Driving

REMODE: REal-time Monocular 3D ObjectDetection on Edge Devices
Coming soon
Sota Kato

Foundation Model Adaptation

Generalized SAM: Efficient Fine-Tuning of SAM for Variable Input Image Sizes
Computational Aspects of Deep Learning (ECCV Workshop), 2024
Sota Kato, Hinako Mitsuoka, Kazuhiro Hotta

Imbalanced Learning

False cross entropy loss
Computational Aspects of Deep Learning (ECCV Workshop), 2024
Sota Kato, Kazuhiro Hotta
Enlarged large margin loss
IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2023
Sota Kato, Kazuhiro Hotta
MSE loss with outlying label
Workshop, 2024
Sota Kato, Kazuhiro Hotta

Medical Imaging

Adaptive t-vMF dice loss for medical image segmentation
Computers in Biology and Medicine, 2023
Sota Kato, Kazuhiro Hotta
Expanded tube attention for tubular structure segmentation
International Journal of Computer Assisted Radiology and Surgery, 2023
Sota Kato, Kazuhiro Hotta
Classification and visual explanation for COVID-19 pneumonia
Scientific Reports, 2022
Sota Kato
Automatic classification of pancreatic cancer and analysis of video frames
Scientific Reports, 2024
Sota Kato, Kazuhiro Hotta

Biolodical Imaging

One-shot and partially-supervised cell image segmentation
In progress, 2024
Sota Kato
Automatic preprocessing for segmentation
In progress, 2024
Sota Kato
Cell image segmentation using image translation
In progress, 2024
Sota Kato

Action Recognision and Visualization

Pitching classification and habit detection
In progress, 2024
Sota Kato
Classifying physical activity in free-living preschool children
In progress, 2024
Sota Kato

A data-driven personal website

Like many other Jekyll-based GitHub Pages templates, Academic Pages makes you separate the website’s content from its form. The content & metadata of your website are in structured Markdown files, while various other files constitute the theme, specifying how to transform that content & metadata into HTML pages. You keep these various Markdown (.md), YAML (.yml), HTML, and CSS files in a public GitHub repository. Each time you commit and push an update to the repository, the GitHub pages service creates static HTML pages based on these files, which are hosted on GitHub’s servers free of charge.

Many of the features of dynamic content management systems (like Wordpress) can be achieved in this fashion, using a fraction of the computational resources and with far less vulnerability to hacking and DDoSing. You can also modify the theme to your heart’s content without touching the content of your site. If you get to a point where you’ve broken something in Jekyll/HTML/CSS beyond repair, your Markdown files describing your talks, publications, etc. are safe. You can rollback the changes or even delete the repository and start over - just be sure to save the Markdown files! You can also write scripts that process the structured data on the site, such as this one that analyzes metadata in pages about talks to display a map of every location you’ve given a talk.

For those users that need more advanced functionality, the template also supports the following popular tools:

Getting started

  1. Register a GitHub account if you don’t have one and confirm your e-mail (required!)
  2. Fork this template by clicking the “Use this template” button in the top right.
  3. Go to the repository’s settings (rightmost item in the tabs that start with “Code”, should be below “Unwatch”). Rename the repository “[your GitHub username].github.io”, which will also be your website’s URL.
  4. Set site-wide configuration and create content & metadata (see below – also see this set of diffs showing what files were changed to set up an example site for a user with the username “getorg-testacct”)
  5. Upload any files (like PDFs, .zip files, etc.) to the files/ directory. They will appear at https://[your GitHub username].github.io/files/example.pdf.
  6. Check status by going to the repository settings, in the “GitHub pages” section

Site-wide configuration

The main configuration file for the site is in the base directory in _config.yml, which defines the content in the sidebars and other site-wide features. You will need to replace the default variables with ones about yourself and your site’s github repository. The configuration file for the top menu is in _data/navigation.yml. For example, if you don’t have a portfolio or blog posts, you can remove those items from that navigation.yml file to remove them from the header.

Create content & metadata

For site content, there is one Markdown file for each type of content, which are stored in directories like _publications, _talks, _posts, _teaching, or _pages. For example, each talk is a Markdown file in the _talks directory. At the top of each Markdown file is structured data in YAML about the talk, which the theme will parse to do lots of cool stuff. The same structured data about a talk is used to generate the list of talks on the Talks page, each individual page for specific talks, the talks section for the CV page, and the map of places you’ve given a talk (if you run this python file or Jupyter notebook, which creates the HTML for the map based on the contents of the _talks directory).

Markdown generator

The repository includes a set of Jupyter notebooks that converts a CSV containing structured data about talks or presentations into individual Markdown files that will be properly formatted for the Academic Pages template. The sample CSVs in that directory are the ones I used to create my own personal website at stuartgeiger.com. My usual workflow is that I keep a spreadsheet of my publications and talks, then run the code in these notebooks to generate the Markdown files, then commit and push them to the GitHub repository.

How to edit your site’s GitHub repository

Many people use a git client to create files on their local computer and then push them to GitHub’s servers. If you are not familiar with git, you can directly edit these configuration and Markdown files directly in the github.com interface. Navigate to a file (like this one and click the pencil icon in the top right of the content preview (to the right of the “Raw | Blame | History” buttons). You can delete a file by clicking the trashcan icon to the right of the pencil icon. You can also create new files or upload files by navigating to a directory and clicking the “Create new file” or “Upload files” buttons.

Example: editing a Markdown file for a talk Editing a Markdown file for a talk

For more info

More info about configuring Academic Pages can be found in the guide, the growing wiki, and you can always ask a question on GitHub. The guides for the Minimal Mistakes theme (which this theme was forked from) might also be helpful.