University of Central Florida Courses

Stable Diffusion

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Explore diffusion models and their issues with the University of Central Florida. Learn about reconstruction loss, adversarial loss, and conditioning in under an hour.

• YouTube
• 30 minutes
• On-Demand
• Free Online Course

Human Detection, Tracking and Segmentation in Surveillance Video

Explore human detection, tracking, and segmentation in surveillance video with the University of Central Florida. Learn SVM classifiers, handle occlusions, and develop real-time tracking systems.

• YouTube
• 36 minutes
• On-Demand
• Free Online Course

Action Recognition in Temporarily Untrimmed Videos

Explore action recognition in untrimmed videos with the University of Central Florida. Learn about video datasets, annotation pipelines, and evaluation challenges in under an hour.

• YouTube
• 26 minutes
• On-Demand
• Free Online Course

Statistical and Spatial Consensus Collection for Detector Adaption

Explore detector adaptation and spatial consensus collection in this under 1-hour material from the University of Central Florida, presented by Enver Sangineto.

• YouTube
• 51 minutes
• On-Demand
• Free Online Course

Visual Geo-Localization and Location-Aware Image Understanding

Explore geo-localization and location-aware image understanding with the University of Central Florida. Learn techniques like image matching, local search, and trajectory reconstruction in under an hour.

• YouTube
• 52 minutes
• On-Demand
• Free Online Course

Object Tracking

Explore object tracking in computer vision with the University of Central Florida. Learn about various tracking algorithms, their performance, and characteristics in a 1-2 hour study.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Online Course

Towards Intelligent Fashion Recommendation

Explore intelligent fashion recommendation with Dr. Shuicheng Yan in this under 1-hour material from the University of Central Florida.

• YouTube
• 54 minutes
• On-Demand
• Free Online Course

Contextual and Bottom-Up Attention-Guided Large-Scale Visual Inferences

Explore large-scale visual inferences with a focus on neuroscience and object discovery in this short presentation by Dr. Zhuowen Tu from the University of Central Florida.

• YouTube
• 58 minutes
• On-Demand
• Free Online Course

Visual Material Recognition

Explore visual material recognition with Dr. Ko Nishino in this 1-2 hour program from the University of Central Florida, covering generative and discriminative approaches.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Online Course

Object Recognition

Explore object recognition with Dr. Arnold Smeulders at the University of Central Florida. Learn about bag of words, codebooks, visual synonyms, and selective search in 1-2 hours.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Online Course

Integrating Close-Range 3D Computer Vision

Explore 3D computer vision and synthetic aperture radar remote sensing with the University of Central Florida. Learn about image processing, semantic analysis, and data reduction in 1-2 hours.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Online Course

Regularization of Big Neural Networks

Explore big neural networks and regularization techniques with Dr. Rob Fergus in this under 1-hour session from the University of Central Florida.

• YouTube
• 53 minutes
• On-Demand
• Free Online Course

Recent Advances in Online Object Tracking

Explore recent advancements in online object tracking with UCF's 1-2 hour program, featuring guest speaker Dr. Ming-Hsuan Yang. Delve into tracking approaches, occlusion handling, and evaluation methods.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Online Course

Matlab Tutorial

Learn Matlab basics with UCF's video tutorial, covering vector operations, matrix, image operations, and more. Expect a 1-2 hour workload.

• YouTube
• 1 hour
• On-Demand
• Free Online Course

Taskonomy - Disentangling Task Transfer Learning

Explore task transfer learning with University of Central Florida. Learn about transfer modeling, normalization, and task-specific networks in under an hour.

• YouTube
• 31 minutes
• On-Demand
• Free Online Course