The demand for AI-generated content is rising across industries, especially in multimedia. Advanced generative AI models like ChatGPT, GEMINI, and BARD are being sought after to create high-quality material or prototypes quickly.
Enhancing Realism and Practical Solutions
There is a growing need for effective text-to-audio, text-to-image, and text-to-video models that can enhance the realism of the content with respect to input prompts.
Improving Text-to-Audio Models with DPO-Diffusion Approach
A recent study has used a direct preference optimization (DPO) approach to improve the semantic alignment of a text-to-audio model’s output audio with input prompts. This study resulted in Tango 2, a text-to-audio model that outperformed previous models.
Key Contributions and Value
The study has presented a low-cost technique for producing a preference dataset semi-automatically for text-to-audio conversion. The resulting dataset, Audio-Alpaca, has been made available to the research community for benchmarking and further research.
AI Integration for Business Advancement
Companies can leverage AI advancements like Tango 2 to redefine their operations and stay competitive. By identifying automation opportunities, defining KPIs, selecting suitable AI solutions, and implementing gradually, businesses can harness the power of AI to drive meaningful impacts on business outcomes.
Practical AI Solution: AI Sales Bot
Businesses can consider leveraging the AI Sales Bot from itinai.com/aisalesbot to automate customer engagement 24/7 and manage interactions across all customer journey stages. This practical AI solution can redefine sales processes and customer engagement for businesses.
Useful Links:
AI Lab in Telegram @aiscrumbot – free consultation
Twitter – @itinaicom
