#diffusion model

Discover the application of diffusion-based image generators in advancing monocular depth estimation, utilizing generative model insights. This project excels in zero-shot transfer and integrates seamlessly with platforms such as Hugging Face and Google Colab, delivering leading-edge results in visual computing.

TokenFlow achieves high-quality, text-consistent video editing using diffusion models without additional training. By propagating diffusion features through inter-frame correspondences, it ensures both spatial and dynamic consistency. The framework supports both localized and global edits, enabling semi-transparent effects like smoke and fire. Compatible with existing text-to-image editing methods, TokenFlow delivers state-of-the-art results across various real-world videos.

Explore UniControl, a unified diffusion model enabling controllable visual generation for various tasks within one framework. It achieves pixel-level precision by combining visual conditions for structural guidance and language prompts for style. By leveraging pretrained text-to-image models and a task-specific HyperNet, UniControl efficiently handles diverse condition-to-image tasks. This framework outperforms single-task models of similar sizes, representing a significant advancement in visual generation. Access includes open-source code, model checkpoints, and datasets for further exploration.

The EMO project introduces an innovative method for generating expressive portrait videos via an Audio2Video Diffusion Model, functioning effectively even under suboptimal conditions. This approach effectively connects audio inputs to compelling video outputs, advancing the field of computer vision. Learn about its innovative features presented at ECCV 2024.

Discover a text-to-3D generation model utilizing a two-step diffusion process. The first stage swiftly produces 3D candidates with diffusion models, and the second stage refines the chosen assets for enhanced accuracy. This method facilitates efficient, high-quality 3D asset creation. Access the latest updates and technical reports for detailed insights.