University of Central Florida Courses

CAP6412 Advanced Computer Vision - Spring 2023

Master cutting-edge generative AI techniques including diffusion models, DALL-E, CLIP, and Stable Diffusion for advanced computer vision applications and image synthesis.

• YouTube
• 13 hours 42 minutes
• Self-Paced
• Free Video

Advanced Computer Vision - Spring 2022

Dive into cutting-edge computer vision techniques including Vision Transformers, DETR object detection, video analysis, and self-supervised learning through 27 comprehensive lectures.

• YouTube
• 18 hours 33 minutes
• Self-Paced
• Free Video

Computer Vision - Fall 2021

Explore computer vision fundamentals from linear algebra to neural networks, covering image filtering, edge detection, CNNs, PyTorch, object detection, and segmentation techniques.

• YouTube
• 1 day 4 hours 49 minutes
• Self-Paced
• Free Video

Advanced Computer Vision - Spring 2021

Dive into adversarial machine learning, explainable AI, and robust neural network architectures through cutting-edge research papers and advanced computer vision techniques.

• YouTube
• 12 hours 40 minutes
• Self-Paced
• Free Video

Computer Vision - Fall 2020

Master computer vision fundamentals from linear algebra to advanced neural networks, covering filtering, edge detection, CNNs, PyTorch, object detection, and segmentation techniques.

• YouTube
• 1 day 4 hours 50 minutes
• Self-Paced
• Free Video

Computer Vision

Master computer vision fundamentals from filtering and edge detection to SIFT, optical flow, camera calibration, and facial recognition through comprehensive lectures.

• YouTube
• 19 hours 7 minutes
• Self-Paced
• Free Video

Computer Vision Video Lectures 2012

Master computer vision fundamentals through comprehensive lectures covering filtering, edge detection, SIFT, optical flow, face recognition, and stereo vision techniques.

• YouTube
• 19 hours 28 minutes
• Self-Paced
• Free Video

Graph Artificial Intelligence for Multi-Modal Biomedical Data

Explore graph AI techniques for integrating and analyzing diverse biomedical datasets to advance healthcare research and clinical applications.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Towards General Video Understanding

Explore cutting-edge research in computer vision and machine learning for comprehensive video analysis and understanding across diverse applications and domains.

• YouTube
• 55 minutes
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video