OpenMMLab Workshop
Introduction to Computer Vision and Deep Learning
June 28-30, 2021
About This
Workshop
The OpenMMLab Workshop 2021 (Introduction to Computer Vision and Deep Learning) is the first workshop on OpenMMLab co-organized by MMLab@NTU (affiliated with NTU S-Lab for Advanced Intelligence) and NTU School of Computer Science & Engineering, and NTU Artificial Intelligence Research Institute (AI.R).
The workshop is a 3-day FREE ONLINE event, conducted in English by professors, postdoctoral fellows, and PhD students from MMLab@NTU. There will be both lectures and hands-on actvities on the Google Colab platform. The workshop will be organized via Zoom.
Objectives
- Understand convolutional networks and generative adversarial networks and how they are essential for different computer vision tasks.
- Get familiarized with PyTorch and OpenMMLab for developing deep learning applications.
- Design and train deep learning models for solving different computer vision applications.
About
OpenMMLab
As an open source project for academic research and industrial applications, OpenMMLab covers a wide range of libraries to facilitate research on various computer vision topics, e.g., classification, detection, segmentation and super-resolution.
OpenMMLab has earned over 35k GitHub stars since its launch in 2018. It has a large developer community that contributes the latest algorithms and support each other.
Join this workshop to tap into a rich ecosystem of tools and libraries to accelerate the development of your AI projects.
Workshop
Schedule
| Day | Time | Type | Topic |
|---|---|---|---|
| June 28 - Day 1 | 9:00am - 12:00pm | Lecture |
Introduction to Computer Vision and Deep Learning Convolutional Neural Networks I |
| 12:00pm - 2:00pm | Break | ||
| 2:00pm - 3:00pm | Lecture | Convolutional Neural Networks II | |
| 3:00pm - 5:00pm | Hands-on |
Introduction to Google Colab Introduction to OpenMMLab Training Your Convolutional Neural Networks using MMClassification |
|
| June 29 - Day 2 | 9:00am - 11:00am | Lecture | Object Detection |
| 11:00am - 12:00pm | Hands-on | Training Your Object Detectors using MMDetection | |
| 12:00pm - 2:00pm |
Break |
||
| 2:00pm - 3:45pm | Lecture | Action Recognition | |
| 3:45pm - 5:00pm | Hands-on | Recognize Actions using MMAction2 | |
| June 30 - Day 3 | 9:00am - 11:00am | Lecture | Generative Adversarial Networks |
| 11:00am - 12:00pm | Hands-on | Training Your Generative Adversarial Networks using MMGeneration | |
| 12:00pm - 2:00pm |
Break |
||
| 2:00pm - 3:45pm | Lecture | Image and Video Super-Resolution | |
| 3:45pm - 5:00pm | Hands-on | Enhance Image Resolution using MMEditing |
Our
Instructors
Lectures by MMLab@NTU Professors
- Loy Chen Change, Nanyang Associate Professor
- Liu Ziwei, Nanyang Assistant Professor
- Dai Bo, Research Assistant Professor
Instructors from MMLab@NTU
Workshop
Registration
This online workshop is free. You can register to join the workshop through the following link. Detailed instructions will be sent to the provided email address upon registration. For enquiries, please contact mmlab-contact at e.ntu.edu.sg
Your
Preparation
We listed a few things that you may prepare before attending the workshop:
- Get familiarized with Google Colaboratory, which will be used as our coding platform during the workshop. Read the overview and watch the introductory video. You may also want to know the way to access your data.
- Get familiarized with PyTorch by going through its tutorials.