Image Synthesis Courses and Certifications

Generative Models for Image Synthesis

Explore cutting-edge generative models for image synthesis, translation, and defect detection. Learn about GANs, unsupervised techniques, and interactive applications in this advanced AI seminar.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs

Explore high-resolution image synthesis and semantic manipulation using conditional GANs, covering advanced techniques like coarse-to-fine generation and multi-scale discriminators for improved photorealism.

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

GANs in Medical Image Synthesis, Translation, and Augmentation - Jason Jeong

Explore GANs in medical imaging for synthetic data generation, addressing scarcity and imbalance issues. Learn about applications in CT, MRI, and disease detection, with insights on challenges and future directions.

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

Deep Generative Models - Lecture 10: GANs

Explore Generative Adversarial Networks (GANs) in deep learning, covering their architecture, training process, and applications in image generation and beyond.

• YouTube
• 1 hour 28 minutes
• On-Demand
• Free Video

Deep Generative Models - Lecture 8: GANs

Explore Generative Adversarial Networks (GANs) in deep learning, covering their architecture, training process, and applications in image generation and beyond.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

Packt

Advanced Generative Adversarial Networks (GANs)

Master AI-driven image synthesis with GANs. Learn architectures, implement models, and optimize performance using popular datasets. Apply knowledge to generate realistic images for practical applications.

• Coursera
• 12 hours 31 minutes
• On-Demand
• Free Online Course (Audit)

Exploring Relationships Between Ground and Aerial Views by Synthesis and Matching

Explore relationships between ground and aerial views through synthesis and matching techniques, focusing on architecture, evaluation methods, and practical applications in image retrieval and GPS data.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Extreme View Synthesis: Novel Techniques and Challenges

Explore advanced techniques for synthesizing novel views from limited input images, covering multiplane images, patch matching, and depth probability estimation.

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

AttnGAN: Fine-Grained Text to Image Generation with Attentional Generative Adversarial Networks

Explore fine-grained text-to-image generation using attentional GANs, covering architecture, experiments, and novel scenarios in this technical deep dive.

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

Alexander Amini;  MIT

Deep Generative Modeling

Explore deep generative modeling, including autoencoders, VAEs, and GANs. Learn about latent variables, representation learning, and applications in debiasing and image synthesis.

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

Yannic Kilcher

Diffusion Models Beat GANs on Image Synthesis - Machine Learning Research Paper Explained

Explore how Diffusion Models outperform GANs in image synthesis, with improved architecture, classifier guidance, and better sample quality while maintaining distribution coverage.

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

Aleksa Gordić - The AI Epiphany

DALL-E Mini Explained - ML Coding Series

Comprehensive exploration of DALL-E mini, covering its architecture, components, and implementation details. Includes code walkthrough and explanations of key concepts in image synthesis.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

Aleksa Gordić - The AI Epiphany

Diffusion Models Beat GANs on Image Synthesis - ML Coding Series - Part 2

Explore diffusion models for image synthesis, focusing on classifier guidance, training, and sampling techniques. Includes code walkthrough and paper analysis.

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

Aleksa Gordić - The AI Epiphany

VQ-GAN - Taming Transformers for High-Resolution Image Synthesis - Paper Explained

Explore VQ-GAN's innovative approach to high-resolution image synthesis, combining modified VQ-VAEs with GPT-2 for impressive results. Learn about perceptual loss, adversarial techniques, and comparisons with other models.

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

Open Data Science

Generative Adversarial Networks for Image Synthesis and Translation - Dr. Jan Kautz

Explore recent GAN advancements for image synthesis and translation, including conditional GANs, supervised vs unsupervised methods, and multimodal approaches. Learn to design, modify, and understand GAN architectures.

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