Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

YouTube

Object-Centric Learning with Slot Attention

Yannic Kilcher via YouTube

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore a comprehensive video explanation of the paper "Object-Centric Learning with Slot Attention" in this 43-minute tutorial. Delve into the innovative Slot Attention module, which enables object-centric representation learning from complex visual scenes. Understand the problem formulation, architecture, and algorithm behind Slot Attention. Visualize the iterative routing process and examine experimental results. Learn about inference time flexibility and consider the broader impact of this approach. Gain insights into how this method combines attention mechanisms with dynamic routing to recognize permutation-invariant sets of objects from pixels in both supervised and unsupervised settings.

Syllabus

- Intro & Overview
- Problem Formulation
- Slot Attention Architecture
- Slot Attention Algorithm
- Iterative Routing Visualization
- Experiments
- Inference Time Flexibility
- Broader Impact Statement
- Conclusion & Comments

Taught by

Yannic Kilcher

Reviews

Start your review of Object-Centric Learning with Slot Attention

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.