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.

What is

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.

Core Libraries

  • 01MMClassification
  • 02MMDetection
  • 03MMAction2
  • 04MMGeneration
  • 05MMEditing
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Workshop

Schedule

DayTimeTypeTopic
June 28 - Day 1 9:00am - 12:00pmLecture Introduction to Computer Vision and Deep Learning
Convolutional Neural Networks I
12:00pm - 2:00pm Break
2:00pm - 3:00pmLecture Convolutional Neural Networks II
3:00pm - 5:00pmHands-on Introduction to Google Colab
Introduction to OpenMMLab
Training Your Convolutional Neural Networks using MMClassification
June 29 - Day 2 9:00am - 11:00amLecture Object Detection
11:00am - 12:00pmHands-on Training Your Object Detectors using MMDetection
12:00pm - 2:00pm Break
2:00pm - 3:45pmLecture Action Recognition
3:45pm - 5:00pmHands-on Recognize Actions using MMAction2
June 30 - Day 3 9:00am - 11:00amLecture Generative Adversarial Networks
11:00am - 12:00pmHands-on Training Your Generative Adversarial Networks using MMGeneration
12:00pm - 2:00pm Break
2:00pm - 3:45pmLecture Image and Video Super-Resolution
3:45pm - 5:00pmHands-on Enhance Image Resolution using MMEditing

Our

Instructors

Lectures by MMLab@NTU Professors

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: