University of Central Florida Courses

Edge Detection Techniques in Image Processing - Lecture 3

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Explore edge detection techniques in image processing, from basic concepts to advanced algorithms like Canny Edge Detector, with practical applications and evaluation methods.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

Stable Diffusion

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Explore latent diffusion models for AI image generation, including unconditional generation and super-resolution techniques.

• YouTube
• 30 minutes
• On-Demand
• Free Video

DreamBooth: Personalized Text-to-Image Generation - Lecture 10

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Explore DreamBooth's innovative approach to AI-generated imagery, including unique identifiers, recontextualization, and artistic renditions. Gain insights into its capabilities and limitations.

• YouTube
• 30 minutes
• On-Demand
• Free Video

One-Shot Imitation from Observing Humans via Domain-Adaptive Meta-Learning

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Learn domain-adaptive meta-learning for one-shot imitation, enabling robots to quickly learn new tasks by observing human demonstrations and adapting across domains.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Imagen: Text-to-Image Generation Using Diffusion Models - Lecture 9

Explore Imagen, a text-to-image diffusion model, covering its architecture, efficiency improvements, and key techniques like thresholding and upsampling.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Introduction to Artificial Intelligence - Lecture 1

Comprehensive overview of course structure, objectives, and policies, with insights into AI topics like GPT and image generation.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Spatio-Temporal Learning from Limited Labels for Video Action Detection

Explore spatio-temporal learning techniques for video action detection with limited labels, focusing on semi-supervised methods and temporal coherence for improved performance.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Geo-localization Framework for Real-world Scenarios - Defense Presentation

Explore advanced geo-localization techniques using vision transformers and novel loss functions for improved accuracy in real-world scenarios, with a focus on bridging domain gaps.

• YouTube
• 39 minutes
• On-Demand
• Free Video

Visual Question Answering: Grounded Systems and Transformer Capsules

Learn about Grounded Visual Question Answering systems, their limitations, and innovative approaches using Transformers with Capsules for improved performance in image-text understanding tasks.

• YouTube
• 22 minutes
• On-Demand
• Free Video

CAP6412 - Final Project Presentations - Lecture 27

Final project presentations showcasing innovative approaches in video action recognition, offline reinforcement learning, and decision transformer encoders, with discussions on methodologies, results, and implications.

• YouTube
• 1 hour 55 minutes
• On-Demand
• Free Video

CAP6412 - Advanced Computer Vision - Lecture 24: Project Presentations

Students present their projects, showcasing innovative approaches in computer vision and AI. Topics include object detection, video analysis, and visual question answering, highlighting challenges and novel solutions.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Video

Computer Vision: Tokens and Cross-View Fusion - Lecture 22

Explore tokens, cross-view fusion, and attention in computer vision, examining experimental results and innovations in multi-view learning techniques.

• YouTube
• 33 minutes
• On-Demand
• Free Video

Computer Vision Architecture Evolution: ConvNets to Transformers - Lecture 21

Explore the evolution of vision architectures, comparing SWIN and CNNs, and learn about modernizing ConvNets with macro and micro design changes for improved performance.

• YouTube
• 33 minutes
• On-Demand
• Free Video

Rethinking and Improving Relative Position Encoding for Vision Transformer - Lecture 23

Explore vision transformer improvements through relative position encoding, examining bias modes, piecewise indexing, and 2D calculations for enhanced performance in image processing tasks.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Emerging Properties in Self-Supervised Vision Transformers - Lecture 25

Explore emerging properties in self-supervised vision transformers, covering related topics, model overview, and implementation details for advanced computer vision applications.

• YouTube
• 26 minutes
• On-Demand
• Free Video