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#Image Synthesis

Showing: 37 courses
Stanford University

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

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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.
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26 Lesons
56 minutes
On-Demand
Free-Video
New York University (NYU)

Generative Models for Image Synthesis

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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.
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14 Lesons
1 hour 7 minutes
On-Demand
Free-Video
University of Central Florida

Extreme View Synthesis: Novel Techniques and Challenges

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Explore advanced techniques for synthesizing novel views from limited input images, covering multiplane images, patch matching, and depth probability estimation.
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25 Lesons
28 minutes
On-Demand
Free-Video
University of Central Florida

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

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Explore fine-grained text-to-image generation using attentional GANs, covering architecture, experiments, and novel scenarios in this technical deep dive.
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16 Lesons
46 minutes
On-Demand
Free-Video
University of Central Florida

High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs

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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.
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14 Lesons
34 minutes
On-Demand
Free-Video
University of Central Florida

Exploring Relationships Between Ground and Aerial Views by Synthesis and Matching

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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.
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35 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Institute for Advanced Study

Are All Features Created Equal? - Aleksander Madry

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Explore machine learning's success, deep learning's appeal, and adversarial perturbations. Examine robust features, human vs. ML perspectives, and implications for data efficiency and image synthesis.
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22 Lesons
37 minutes
On-Demand
Free-Video
Institute for Advanced Study

Overcoming the Curse of Dimensionality and Mode Collapse - Ke Li

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Explore techniques to overcome dimensionality challenges and mode collapse in deep learning, focusing on GANs, maximum likelihood estimation, and efficient algorithms for high-dimensional spaces.
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20 Lesons
33 minutes
On-Demand
Free-Video
Discover AI

Stable Diffusion XL Theory and Code with Shape-Shifting ControlNet

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Dive into the advanced mechanics of SDXL and ControlNet, exploring text-to-image diffusion models and shape-shifting techniques for synthetic image manipulation.
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1 Lesons
41 minutes
On-Demand
Free-Video
USC Information Sciences Institute

Unified-IO: A Unified Model for Vision, Language, and Multi-Modal Tasks

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Explore a unified neural model for diverse AI tasks, including computer vision, image synthesis, and NLP. Learn about its innovative approach to homogenizing inputs and outputs across multiple domains.
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19 Lesons
49 minutes
On-Demand
Free-Video
Aleksa Gordić - The AI Epiphany

DALL-E Mini Explained - ML Coding Series

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

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Explore diffusion models for image synthesis, focusing on classifier guidance, training, and sampling techniques. Includes code walkthrough and paper analysis.
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14 Lesons
1 hour 9 minutes
On-Demand
Free-Video
Aleksa Gordić - The AI Epiphany

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

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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.
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15 Lesons
30 minutes
On-Demand
Free-Video
Yannic Kilcher

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

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Explore how Diffusion Models outperform GANs in image synthesis, with improved architecture, classifier guidance, and better sample quality while maintaining distribution coverage.
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9 Lesons
55 minutes
On-Demand
Free-Video
HuggingFace

Stable Diffusion and Friends - High-Resolution Image Synthesis via Two-Stage Generative Models

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Explore the evolution of generative image models with Stable Diffusion co-creator Robin Rombach, covering GANs, Transformers, and latent Diffusion models for high-resolution image synthesis and creative applications.
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27 Lesons
28 minutes
On-Demand
Free-Video
Launchpad

DF-GAN: Deep Fusion Generative Adversarial Networks for Text-to-Image Synthesis

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Learn about DF-GAN, a deep fusion architecture for text-to-image synthesis. Explore its simplified backbone, gradient penalty, and deep fusion block, with quantitative and qualitative results.
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17 Lesons
38 minutes
On-Demand
Free-Video
Bolei Zhou

Exploring and Exploiting Interpretable Semantics in GANs - CVPR 2020 Tutorial

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Explore interpretable semantics in GANs, covering deep generative representation, GAN dissection, latent space manipulation, and applications in face synthesis and image processing.
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38 Lesons
47 minutes
On-Demand
Free-Video
Runway

How Generative Models Work - Understanding Neural Networks and Auto Encoders

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Explore various generative models, their inner workings, and see a live demo of StyleGAN creating new images in RunwayML. Learn about neural networks and auto-encoders.
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7 Lesons
15 minutes
On-Demand
Free-Video
Open Data Science

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

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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.
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17 Lesons
46 minutes
On-Demand
Free-Video
IEEE Signal Processing Society

Computational Imaging - Depth Estimation Techniques and Applications

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Explore advanced techniques in computational imaging, focusing on depth estimation methods, stereo vision, and novel applications in 3D reconstruction and image synthesis.
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31 Lesons
1 hour 17 minutes
On-Demand
Free-Video
Outlier

VQ-GAN - PyTorch Implementation

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Implement Vector Quantized Generative Adversarial Networks (VQGAN) using PyTorch, covering encoder, decoder, codebook, discriminator, and transformer stages for high-resolution image synthesis.
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17 Lesons
38 minutes
On-Demand
Free-Video
Andreas Geiger

Generative Neural Scene Representations for 3D-Aware Image Synthesis

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Explore 3D-aware image synthesis using generative neural scene representations, covering GRAF, GIRAFFE, and CAMPARI models for advanced computer vision applications.
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7 Lesons
26 minutes
On-Demand
Free-Video
Andreas Geiger

Towards Unsupervised Learning of Generative Models for 3D Controllable Image Synthesis

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Explores unsupervised learning for 3D-controllable image synthesis, disentangling latent factors like viewpoint and object pose from raw images to create novel, consistent scenes.
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19 Lesons
36 minutes
On-Demand
Free-Video
Alan Turing Institute

Convergence of Denoising Diffusion Models Under the Manifold Hypothesis

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Explores theoretical analysis of denoising diffusion models, providing convergence results for data distributions on lower-dimensional manifolds or empirical distributions, with quantitative bounds on Wasserstein distance.
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1 Lesons
46 minutes
On-Demand
Free-Video
Software Engineering Courses - SE Courses

PixArt-α: Open Source Text-to-Image Model - Installation and Usage Tutorial

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Explore PixArt-α, an open-source text-to-image model rivaling Midjourney. Learn installation, usage, and comparison with other models. Discover its superior capabilities in various art styles and prompt following.
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30 Lesons
30 minutes
On-Demand
Free-Video
Alan Turing Institute

What is Generative AI - The Turing Lectures

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Explore generative AI's capabilities, applications, and controversies with Professor Mirella Lapata. Learn about text, image, speech, and music generation in this comprehensive overview of a rapidly evolving field.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
Alan Turing Institute

The Turing Lectures - Addressing the Risks of Generative AI

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Exploring ethical challenges and societal impacts of generative AI, focusing on potential misuse, regulatory gaps, and strategies for responsible development and implementation.
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1 Lesons
1 hour 25 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Synthetic Data in Medical Imaging: Are We There Yet?

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Explore synthetic data's potential and challenges in medical imaging, focusing on recent advancements and future prospects for improved healthcare applications.
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1 Lesons
33 minutes
On-Demand
Free-Video
EuroPython Conference

Understanding Neural Network Architectures with Attention and Diffusion

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Explore Attention and Diffusion models in neural networks, focusing on their applications in language processing and image synthesis, with simplified diagrams for visual learners.
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1 Lesons
38 minutes
On-Demand
Free-Video
EuroPython Conference

Story Generation Using Stable Diffusion in Python

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Explore coherent visual story synthesis using AR-LDM, a latent diffusion model for story visualization and continuation tasks, leveraging history captions and generated images.
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1 Lesons
30 minutes
On-Demand
Free-Video
Institut des Hautes Etudes Scientifiques (IHES)

A Spline Tour of Deep Learning: The Scattering Way

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Explore deep learning's progress, challenges, and theoretical foundations. Gain insights into the geometric interpretation of deep networks and spline approximation, with a focus on Scattering Networks.
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1 Lesons
28 minutes
On-Demand
Free-Video
Alexander Amini

Deep Generative Modeling

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Explore deep generative modeling, including autoencoders, VAEs, and GANs. Learn about latent variables, representation learning, and applications in debiasing and image synthesis.
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22 Lesons
55 minutes
On-Demand
Free-Video
Canonical Ubuntu

Vector Databases for Generative AI Applications

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Explore vector databases' role in generative AI, covering concepts like RAG and efficient open-source tools for building AI applications.
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1 Lesons
40 minutes
On-Demand
Free-Video
Institut des Hautes Etudes Scientifiques (IHES)

The New Era of Image Denoising

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Explore revolutionary image denoising techniques, their applications in inverse problems, and the concept of diverse solutions in image processing.
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1 Lesons
32 minutes
On-Demand
Free-Video
Finnish Center for Artificial Intelligence FCAI

Elucidating the Design Space of Diffusion-Based Generative Models

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Explore advancements in diffusion-based generative models, including improved sampling, training, and score network preconditioning. Learn about state-of-the-art results and modular design changes for enhanced efficiency and quality.
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1 Lesons
53 minutes
On-Demand
Free-Video
VinAI

Neural Scene Representations for Learning-based View Synthesis and Its Applications

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Explore neural scene representations for efficient image generation, novel view synthesis, and advanced applications in computer graphics and 3D vision.
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1 Lesons
59 minutes
On-Demand
Free-Video
USENIX

Differentially Private Diffusion Probabilistic Models for Image Synthesis

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Explore how dp-promise leverages diffusion model noise to achieve differential privacy in image synthesis while maintaining high image quality and protecting sensitive training data.
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1 Lesons
11 minutes
On-Demand
Free-Video