Wan2.1: Open-source video generation system from text and images, available on standard GPUs

Wan2.1: Open-source video generation system from text and images, available on standard GPUs

Ondřej Barták
Ondřej Barták
Entrepreneur and Programmer
19. 5. 2025
5 minutes reading
Wan2.1: Open-source video generation system from text and images, available on standard GPUs

Wan2.1: An Open-Source Text- and Image-to-Video Generation System Available Even on Ordinary GPUs

Wan2.1 is a significant player in the field of generative AI models focused on video. This open-source project developed by Alibaba offers a unique set of advanced foundation models for working with video, delivering cutting-edge results across a variety of tasks. Wan2.1 stands out not only for the quality of its generated content, but above all for its accessibility - unlike many competing solutions, it was designed with ordinary users equipped with consumer graphics cards in mind. The Wan2.1 project is fully open-source and available on GitHub, allowing developers and researchers around the world to contribute to its development or adapt it to their own needs. This solution surpasses existing open-source and commercial models in a number of benchmarks and sets new standards in the field of AI-powered video generation.

Exceptional Capabilities and Multimodal Functions

Wan2.1 is not merely a simple video generation tool - it is a complex multimodal system with a range of advanced functions. Its main capabilities include text-to-video (T2V), image-to-video (I2V), video editing, text-to-image generation, and even video-to-audio conversion. This versatility makes Wan2.1 a universal tool for content creators of all kinds. The T2V-1.3B model included in the Wan2.1 suite requires just 8.19 GB of VRAM, enabling the generation of high-quality 5-second videos at 480P resolution on ordinary hardware such as an RTX 4090 in approximately four minutes - without the need to use optimization techniques such as quantization. For more demanding tasks, the larger T2V-14B model is available, capable of generating videos at resolutions of up to 720P. Similarly, image-to-video (I2V) models support resolutions of up to 720P, while variants with lower VRAM requirements are limited to lower resolutions.

Community Ecosystem and Accessibility

An active developer community is forming around Wan2.1, regularly contributing updates, issue tracking, and integrations with popular frameworks such as Diffusers and ComfyUI. Discussions about multi-GPU support are also underway, and users are contributing improvements focused on usability for those with limited hardware resources. There are also unofficial forks optimized for low-resource environments. Although the project does not yet have an official binary release on the GitHub Releases page, all the code is available through the main repository along with installation instructions. Pre-trained model weights can be found through Hugging Face or linked sources. The project supports local execution through the Gradio interface or integration into custom pipelines using the Diffusers library.

VACE: The Latest Update for Advanced Video-Generative Models

The latest development from Alibaba's laboratories is the VACE (Video Autoencoder and Content Editing) project, which further expands the possibilities for working with video. VACE builds on the foundations laid by Wan2.1 and introduces advanced video content editing capabilities. This project represents an important step toward creating a comprehensive ecosystem for working with video using artificial intelligence and reflects Alibaba's continued commitment to open research in the field of generative models. VACE focuses primarily on enhanced video content editing capabilities, complementing Wan2.1's generative capabilities and thereby creating a comprehensive system for working with video content - from creation to sophisticated editing.

Practical Uses and Case Studies

Wan2.1's versatility opens the way to a wide range of practical applications. Social media content creators can quickly generate engaging videos without the demanding filming and editing process. Educational institutions can create illustrative materials with text in various languages. Czech is not officially supported yet. Marketing teams can produce promotional videos with integrated bilingual text, while artists can use the system for rapid visualizations and concept prototyping. Thanks to its ability to generate videos on ordinary GPUs, Wan2.1 is becoming an accessible tool even for smaller creators and organizations with limited budgets, facilitating access to advanced AI technologies for video content creation.

Wan2.1 Service Subscription Options

Although the Wan2.1 project is available as open-source software on GitHub, the official wan.video web platform offers users convenient access to this technology through a flexible credit-based subscription. This approach allows content creators to use advanced generative models without having to install and configure their own environment. The Wan2.1 subscription is based on a credit system in which 10 credits correspond to 1 second of generated video. This straightforward system allows users to easily calculate the number of credits needed based on the scope of their projects. Wan2.1 also offers several monthly subscription tiers with different credit packages:

  • Starter Plan costs approximately USD 19.9 per month and provides 1,000 credits every month. It includes access to all Wan2.1 models, text- and image-to-video generation, watermark-free outputs, a commercial license, access to video history, and support for one parallel task. This plan is ideal for new users who want to explore the platform first.
  • Pro Plan (the most popular) costs approximately USD 34.9 per month and offers 2,000 credits per month. It includes similar features to the Starter Plan, but allows two parallel tasks to run simultaneously and provides greater capacity for video generation. It is suitable for users who need to create more videos each month.
  • Enterprise/Large Scale Plan is intended for large-scale or enterprise use with high video production requirements. It offers larger credit packages and support for up to five parallel tasks.
  • Pay-As-You-Go Options
    For users who prefer one-time purchases without a regular commitment, Wan2.1 also offers the option to purchase credit packages: One-time purchases of credit packages ranging from 50 to several thousand credits (up to 2,000). Purchased credits never expire, and users can buy exactly as many as they need. Payments are secured through the Stripe system.

Wan2.1 represents a significant step forward in AI video generation, combining cutting-edge performance with unprecedented accessibility. As an open-source project supporting ordinary GPUs, it brings advanced generative capabilities to everyday creators using standard hardware. With an active community and continued development, such as the VACE project, Wan2.1 has the potential to become a cornerstone for further innovation in AI video generation and editing accessible to the general public.

Category:AI
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