Background

[Audio] Welcome to our presentation. We're excited to showcase Diffusion-MVP, our innovative method for profitable NFT image generation..

[Audio] NFTs are not just transforming the art and digital collectibles landscape, but they also possess unique financial and social attributes that have taken the world by storm. With the evolving NFT market, there's a growing need for advanced NFT generation tools to create more profitable NFTs..

[Audio] To generate profitable NFT images, we must overcome the challenges of acquiring a large-scale high-quality NFT dataset, mining market value-related visual features, and incorporating market value into generation. To address these challenges, we've introduced pioneering solutions for profitable NFT image generation, called Diffusion-MVP..

[Audio] To address the challenge of the 'Lack of a large-scale high-quality NFT dataset,' we have introduced the largest and highest-quality NFT dataset to date, NFT-1.5M. It was achieved by carefully filtering out irrelevant data and duplicates..

[Audio] To mining market value-related visual features, we employ Rarity-based Market Value Rewards. This approach overcomes the limitations of traditional methods relying on NFT transaction prices, which can be influenced by market noise and lead to inaccurate value predictions. （optional）As evidenced by the image, within a collection, rarer attributes of NFT images correspond to higher transaction prices..

[Audio] To incorporate market value into the generation process, we've designed a Multiple Visual-Policy Guided reinforcement learning framework. User-input prompts are enhanced by our NFT prompt adaptor, introducing more valuable and visually appealing NFT attributes. The subsequent diffusion-based NFT image generator then creates images enriched with these high-value attributes..

[Audio] We've evaluated our model's image generation from four key aspects: Market Value, Aesthetics, NFT Style, and Text-Image Similarity. Experimental results show that Diffusion-MVP outperform existing methods, such as Stable Diffusion and DALL·E 2, in both objective metrics and user studies..

[Audio] Our Diffusion-MVP generates images that encompass finer, high-value attributes such as 'Cyan Background' and 'Driller Forehead,' resulting in a more vivid and attractive composition..

[Audio] Thank you for your attention. We welcome you to explore our paper..