Key Takeaways
- Efficient Content-Based Image Retrieval (CBIR) system developed for culturally significant Indian paintings
- Proposed fusion approach using EfficientNetB0 and ResNet50 to enhance retrieval accuracy
- Research contributes to digital preservation of India’s artistic heritage
Preserving India's Artistic Heritage Through Innovative Image Retrieval
In the realm of digital archives and cultural preservation, the ability to effectively retrieve images from vast datasets is crucial. This is especially true when it comes to culturally significant Indian paintings, which encompass a wide array of styles and themes.
Traditional CBIR vs. Fusion Approach
Traditional Content-Based Image Retrieval (CBIR) methods rely on handcrafted features, which can be time-consuming and less effective. However, a new study has proposed a fusion approach using state-of-the-art models like EfficientNetB0 and ResNet50 to enhance retrieval accuracy. This innovative method not only streamlines the process but also improves the precision of image retrieval.
Optimizing Dimensionality Reduction
One of the key challenges in image retrieval is managing the vast amount of data and optimizing dimensionality reduction. The study incorporates Recursive Feature Elimination (RFE) to achieve this, ensuring that only the most relevant features are used in the retrieval process. This not only improves efficiency but also enhances the overall performance of the CBIR system.
Measuring Performance and Impact
Performance of the proposed CBIR system is assessed using metrics like precision, recall, and F1-score. The results show significant improvements in retrieval accuracy, with mean average values reaching 91.64% for precision, 18.17% for recall, and 29.54% for F1-score. This not only enhances the user experience but also contributes to the digital preservation of India's artistic heritage.
India's rich cultural legacy is intricately woven into its diverse painting styles, each telling a unique story and reflecting the country's vibrant heritage. By harnessing the power of innovative image retrieval technologies, we can ensure that these valuable artistic creations are accessible to future generations, preserving India's rich cultural heritage for years to come.