#image animation

Discover the First Order Motion Model, a deep learning project focused on animating images by transferring motion from driving videos. This repository features example animations across datasets such as VoxCeleb and Fashion, along with step-by-step guides for installation, training, and evaluation. It includes tools for video editing and animation, with applications in face-swap and creative media.

AnimateLCM utilizes a decoupled learning paradigm for efficient animation generation, optimizing image and temporal creation separately. This approach improves training speed and quality with fewer steps. The platform supports a range of video generation types, including text-to-video and image-to-video. Its models, like AnimateLCM-T2V and AnimateLCM-SVD, integrate LoRA weights and motion modules, accommodating diverse tools such as ControlNet and IP-Adapter.

Explore HumanVid, a novel dataset for camera-controllable human image animation, perfect for training video diffusion models that mimic real movie dynamics. Supporting both camera and subject motion, this dataset enables advanced methods such as Animate-Anyone with static cameras during inference. The CamAnimate model shows outstanding performance in generating realistic video outputs even with static backgrounds. This resource provides downloadable videos and camera parameters, along with scripts for pose extraction and camera processing, allowing for straightforward experimentation by researchers.

The DynamiCrafter project employs an innovative approach for animating still images across open domains using text prompts and advanced video diffusion models. The project achieves superior dynamic image generation with high resolutions like 576x1024 and 320x512, ranking highly on the I2V benchmark. Its functionalities include storytelling video creation, frame interpolation, and seamless video looping, with easy-to-access demonstrations available on Hugging Face and Colab. Continuous updates improve dynamic expression and coherence, making it a practical tool for creators.