# Neural Network

The Neural Network Diffusion is a neural network diffusion model developed by the National University of Singapore's High-Performance Computing and Artificial Intelligence Laboratory. This model utilizes the diffusion process to generate high-quality images, suitable for tasks such as image generation and repair.

Visnet is a comprehensive, headless, multi-compatible neural network interface framework primarily used for natural language processing and deep vision systems. It boasts a modular frontend, serverless architecture, and multi-compatibility, offering both REST API and Websocket interfaces. It encompasses several core AI models, including translation, license plate recognition, and face feature matching. Visnet finds widespread application in areas such as monitoring, drone detection, image, and video analysis.

BakedAvatar is a novel representation for real-time neural avatar synthesis, deployable in a standard polygonal rasterization pipeline. The method extracts deformable multi-layer meshes from learned head iso-surfaces and computes appearance variations related to expression, pose, and viewpoint that can be baked into static textures, enabling real-time 4D avatar synthesis. We propose a three-stage neural avatar synthesis pipeline, including learning continuous deformation, manifold, and radiance fields, extracting layered meshes and textures, and refining texture details via differential rasterization. Experiments demonstrate that our representation achieves comparable results to other state-of-the-art methods while significantly reducing inference time. We further showcase diverse avatar synthesis results generated from single-eye video, including view synthesis, facial re-enactment, expression editing, and pose editing, all at interactive frame rates.

Doodle Dash is a fun online game that uses a neural network to predict the player's doodling speed. Players can draw the specified doodle as fast as possible in the game, and the neural network will give a prediction result based on your drawing speed. This game is developed based on ?? Transformers.js.

The Microsoft Cognitive Toolkit (CNTK) is an open-source, commercial-grade distributed deep learning tool. It uses directed graphs to describe the computational steps of a neural network, supports common model types, and implements automatic differentiation and parallel computing. CNTK supports 64-bit Linux and Windows operating systems and can be used as a library for Python, C or C++ programs, or as an independent machine learning tool using its own model description language, BrainScript.

Frame Interpolation (Frame Interpolation) is a high-quality frame interpolation neural network model. This model uses a unified single-network method, does not require additional pre-trained networks, such as optical flow or depth networks, but still achieves state-of-the-art results. The model uses a multi-scale feature extractor to share the same convolutional weights at different scales. The model is trained only using frame trios.

Room AI is an online design tool that allows you to upload your room photos and receive 30+ diverse design inspiration styles. Using advanced artificial intelligence and neural network models, it can generate customized design plans based on your photos and text inputs. Room AI features an easy-to-use interface and rich functionality, helping you quickly realize your dream room design.