Image Deblurring using Generative Adversarial Networks
This project is an unsupervised image restoration tool that uses a convolutional neural network as a structural prior to reconstruct images from noisy or incomplete data. It functions as a neural network image prior, utilizing the inherent biases of the network architecture to restore pixels without the need for a pre-trained dataset or external learning. The system performs zero-shot image restoration by treating the network architecture itself as a regularization term. It uses a randomly initialized encoder-decoder structure and iterative gradient descent to minimize pixel-wise loss, recove
This project is a full-stack software-as-a-service starter kit designed for building commercial web applications that feature automated image processing and credit-based monetization. It provides a foundational architecture for managing user identities, recurring billing cycles, and the lifecycle of digital assets. The application distinguishes itself by integrating specialized services for cloud-based image manipulation and secure identity management. It coordinates these external tools through a centralized controller that enforces usage limits by decrementing account balances in real-time
This repository provides structured code examples and project templates designed for classroom instruction in machine learning and neural networks. It offers reference implementations of deep learning models for both computer vision and natural language processing tasks, built using PyTorch as the core framework. The codebase is organized as a modular project template with separate directories for data handling, model definitions, and training scripts, promoting reusability and clarity. It includes predefined pipelines for image classification and text processing, along with a command-line in
Automatic colorization using deep neural networks. "Colorful Image Colorization." In ECCV, 2016.
Principalele funcționalități ale richzhang/colorization sunt: Computer Vision Models, Image Processing, Image Transformation, Image manipulation.
Alternativele open-source pentru richzhang/colorization includ: dmitryulyanov/deep-image-prior — This project is an unsupervised image restoration tool that uses a convolutional neural network as a structural prior… kupynorest/deblurgan — Image Deblurring using Generative Adversarial Networks. adrianhajdin/ai_saas_app — This project is a full-stack software-as-a-service starter kit designed for building commercial web applications that… cs230-stanford/cs230-code-examples — This repository provides structured code examples and project templates designed for classroom instruction in machine… aaltovision/dgc-net — A PyTorch implementation of "DGC-Net: Dense Geometric Correspondence Network". adamian98/pulse — Pulse is a generative model image upscaler and latent space image processor. It functions as a self-supervised photo…