Visual Perception

Enroll in Visual Perception to master the foundational techniques of computer vision, including object tracking, image segmentation, appearance matching, and neural networks.

This course delves into the challenges of tracking objects in complex scenes, segmenting images into meaningful regions, and developing pipelines for object recognition. Learn how to utilize neural networks and machine learning principles for advanced visual perception tasks, equipping yourself with the skills needed to tackle real-world challenges in computer vision.

Key Benefits

• Comprehensive Object Tracking Skills: Learn to track objects in diverse scenarios, addressing challenges like occlusion and pose variation.

• Advanced Image Segmentation: Gain proficiency in segmenting images using bottom-up methodologies for coherent region formation.

• Object Recognition Expertise: Develop complete recognition pipelines using appearance-based methods and neural networks.

• Practical Applications: Apply advanced visual perception techniques to fields such as robotics, video analysis, and machine learning.

• Expert Instruction: Learn from Dr. Shree Nayar, a globally renowned researcher in computer vision and imaging systems.

Learning Outcomes

By the end of this course, learners will be able to:

• Detect Scene Changes: Develop algorithms to identify significant changes in scenes and extract meaningful insights.

• Track Objects in Videos: Apply object tracking techniques across video sequences, accounting for challenging conditions.

• Segment Images: Utilize methodologies to segment images into coherent regions, enhancing visual data comprehension.

• Build Recognition Pipelines: Create end-to-end pipelines for object recognition, leveraging appearance matching and neural networks.

• Apply Neural Networks: Understand and implement neural networks and backpropagation for advanced visual perception tasks.

Are you ready to master the fundamentals of visual perception and computer vision?

Enroll in Visual Perception to gain expertise in object tracking, image segmentation, and neural network applications. Guided by Dr. Shree Nayar, this course provides the tools and knowledge needed to excel in fields such as robotics, video analysis, and machine learning.