The method of Image Quality Assessment (IQA) standardizes image evaluation by incorporating subjective studies and large multimodal models (LMMs). LMMs capture nuanced understanding of data, improving performance across tasks. Researchers from multiple universities proposed Co-Instruct, a dataset for open-ended multi-image quality comparison, resulting in significant improvements over existing LMMs. This revolutionizes image quality assessment.
“`html
Image Quality Assessment (IQA) and Co-Instruct
Image Quality Assessment (IQA) measures various aspects of images to improve visual content evaluation. Co-Instruct, a new model, enhances IQA by enabling open-ended evaluations and detailed reasoning beyond overall scores.
Benefits of Co-Instruct
Co-Instruct, developed by researchers from Nanyang Technological University, City University of Hong Kong, Shanghai Jiao Tong University, and SenseTime Research, achieves up to 86% improvement over baseline models and outperforms open-source LMMs. It also demonstrates comparable proficiency to GPT-4V in tasks requiring detailed language reasoning.
Practical AI Solutions
To evolve your company with AI, consider the following steps:
- Identify Automation Opportunities
- Define KPIs
- Select an AI Solution
- Implement Gradually
Spotlight on AI Sales Bot
itinai.com/aisalesbot offers an AI Sales Bot designed to automate customer engagement 24/7 and manage interactions across all customer journey stages.
For AI KPI management advice, contact hello@itinai.com. Stay updated on our Telegram t.me/itinainews or Twitter @itinaicom for continuous insights into leveraging AI.
“`
