An industry-leading electronic document management company based in Japan approached ThinkPalm to enhance its document search expertise using advanced image-based AI search application technology.
Business Challenge
The company needed an image-based AI-enabled search application that could verify and retrieve similar images in accordance with the query images. They also insisted on data privacy, a user-friendly intuitive interface, offline features, and cost-efficiency.
Solutions Offered
ThinkPalm has provided a robust and advanced image-based AI search application which used the most progressive artificial intelligence and machine learning techniques. It covered:
User-friendly Intuitive Interface
An intuitive interface that is easy to use was designed to help with smooth image uploading, search queries, and visualizing results.
Image Feature Extraction
Image feature extraction involves identifying and representing distinctive characteristics within an image. These features, such as edges, corners, textures, and colors, help computers understand and analyze images. The purpose was to create a robust visual data representation.
Filtering Results Based on Meta Data
ThinkPalm’s image-based AI search application can filter search results based on metadata. For example, it included descriptions, timestamps, image tags, and so on.
Search Algorithm
Our AI experts developed a custom search algorithm using Python. Image feature extraction-based search algorithms analyze visual features of images. These features are used to create a compact representation of the image. When searching for similar images, the algorithm compares these feature representations to find matches. This approach is efficient for large-scale image databases.
Offline Functionalities
Offline capabilities offered offline access and reduced the dependency on internet connections. Since the solution was designed to run locally, it works without the internet.
Ranking System
An advanced ranking methodology was integrated to filter search results based on relevance and similarity scores. Further, it helped with displaying the most matched results.
Implementation and Results
ThinkPalm’s AI Team monitored a smooth implementation process to achieve the following results.
Fast Development and Deployment
The application development and deployment were completed within the timeline to meet the client’s mission-critical needs.
Endless Integration
ThinkPalm integrated with the company’s existing document management systems. Also, the implementation process avoided any unwanted disruptions in their operations.
Scalable Framework
The scalable design helped the client scale up the application per their evolving needs. Additionally, it ensured fail-safe performance every time.
Tools and Technologies Used
- Transformers
- Hugging face
- Deep learning
- Python
Benefits
The solution offered the following benefits for the client.
- Private image search improved data privacy and security
- Optimized user experience with the use of an intuitive, easy-to-use interface
- Reduced dependency on internet connection and the presence of offline functionalities
- Considerable cost savings while using Image-Based AI Search Application as opposed to cloud-based AI solutions
- Enhanced accuracy in search and relevance.
ThinkPalm’s image-based AI search application addressed the needs of its client by offering a solid, precise, and budget-friendly solution that utilized the endless capabilities of advanced AI and ML technology. The robust application designed, developed, and deployed by ThinkPalm enabled the client to improve its document search capabilities. Top of all, the application focused on ensuring data privacy and enhanced user experience.
About ThinkPalm
ThinkPalm is a technology services provider that uses pioneering artificial intelligence, machine learning algorithms, and advanced automation tools to make digital transformation a breeze. Our expertise in designing, developing, and deploying the latest technology solutions helps our clients embrace success and drive growth in a challenging digital ecosystem.
