Hua, 2025 - Google Patents

Generative models

Hua, 2025

View PDF
Document ID
4755208101838466336
Author
Hua P
Publication year
Publication venue
Neural Networks with TensorFlow and Keras: Training, Generative Models, and Reinforcement Learning

External Links

Snippet

So far in this book, we have introduced several architectures predominantly to classify objects. These models aim to minimize the differences between the predicted object and the trained ones to make accurate predictions. Recently, there have been huge interests in …
Continue reading at www.stat.ucla.edu (PDF) (other versions)

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06K—RECOGNITION OF DATA; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
    • G06K9/00—Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
    • G06K9/62—Methods or arrangements for recognition using electronic means
    • G06K9/6217—Design or setup of recognition systems and techniques; Extraction of features in feature space; Clustering techniques; Blind source separation
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06F—ELECTRICAL DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/30—Information retrieval; Database structures therefor; File system structures therefor
    • G06F17/30017—Multimedia data retrieval; Retrieval of more than one type of audiovisual media
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06K—RECOGNITION OF DATA; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
    • G06K9/00—Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
    • G06K9/00221—Acquiring or recognising human faces, facial parts, facial sketches, facial expressions
    • G06K9/00268—Feature extraction; Face representation
    • G06K9/00281—Local features and components; Facial parts ; Occluding parts, e.g. glasses; Geometrical relationships
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06F—ELECTRICAL DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/30—Information retrieval; Database structures therefor; File system structures therefor
    • G06F17/30244—Information retrieval; Database structures therefor; File system structures therefor in image databases
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06K—RECOGNITION OF DATA; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
    • G06K9/00—Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
    • G06K9/36—Image preprocessing, i.e. processing the image information without deciding about the identity of the image
    • G06K9/46—Extraction of features or characteristics of the image
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T13/00—Animation
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06N—COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N99/00—Subject matter not provided for in other groups of this subclass
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T11/00—2D [Two Dimensional] image generation
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06N—COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computer systems based on biological models
    • G06N3/02—Computer systems based on biological models using neural network models

Similar Documents

Publication Publication Date Title
US11893763B2 (en) Generating modified digital images utilizing a global and spatial autoencoder
US12333427B2 (en) Multi-scale output techniques for generative adversarial networks
Or-El et al. Lifespan age transformation synthesis
Millière Deep learning and synthetic media
US11354792B2 (en) System and methods for modeling creation workflows
AU2017228685B2 (en) Sketch2painting: an interactive system that transforms hand-drawn sketch to painting
AU2023204419B2 (en) Multidimentional image editing from an input image
CN116724330A (en) A high-resolution portrait stylization framework using hierarchical variational encoders
Ling et al. Toward fine-grained facial expression manipulation
Shen et al. Clipgen: A deep generative model for clipart vectorization and synthesis
Wu et al. Turboedit: Instant text-based image editing
US12361601B2 (en) Identity preserved controllable facial image manipulation
US20250391070A1 (en) Condition-based image editing
CN118015142B (en) Face image processing method, device, computer equipment and storage medium
Kumar Diffusion Models and Generative Artificial Intelligence: Frameworks, Applications and Challenges: Pranjal Kumar
Hua Generative models
WO2025106450A1 (en) Modifying video content
Benamira et al. Interpretable Disentangled Parametrization of Measured BRDF with $\beta $-VAE
Cheong Hands-On Image Generation with TensorFlow: A practical guide to generating images and videos using deep learning
Durall et al. Local facial attribute transfer through inpainting
Liu et al. Generative Networks
Ocleppo From Narrative to Frames: AI-Assisted Storyboarding with personalized Diffusion Models
US20260030499A1 (en) Multi-Resolution Training for Latent Diffusion Models
US20260073580A1 (en) Single stream transformer for text-to-image/video synthesis
Lei Unsupervised Learning: Deep Generative Model