What does SimVec offer?
SimVec simplifies the daunting task of searching through countless photos on your phone. Through our app, effortlessly discover images in two innovative ways: by uploading a reference picture or by inputting a descriptive query. As a user, entrust your photo gallery to our servers for transformation into vectors by advanced Machine Learning models. Benefit from swift retrieval of similar images from your collection using our high-performance Vector Database powered by Milvus. Enjoy a seamless and intuitive experience with SimVec, tailored for individuals seeking a quick and efficient solution to navigate through their photo libraries.
Image-Based Search
Search for similar images using a picture you already have.
Text-Based Search
Search by typing in a description of the image.
Upload Images From Your Gallery
Upload your photo gallery to the server for conversion to vectors by Machine Learning models.
Using Vector Database Technology
Utilizes Milvus, a high-performance vector database optimized for image similarity search
Efficient with A Large Volume of Images
Offers scalability to handle large photo collections efficiently
Provides an Easy UI
SimVec's intuitive interface ensures seamless user interaction, enhancing navigation and usability.
You can trust SimVec
SimVec's advanced features cater to diverse user needs, ensuring secure authentication, efficient memory usage, and seamless synchronization for multiuser access.
- SimVec ensures user privacy with secure authentication for logging in with JWT.
- Cloud-stored embeddings save mobile memory.
- Sync mobile app gallery with vector embeddings by a click.
- Multiusers with varied embedding collections can use SimVec.
Advanced Content Retrieval
Navigate your digital collection easily with SimVec, which combines Milvus, CLIP, and Transformers for fast and accurate similarity searches.
Discover the powerful features of SimVec’s vector database, enhanced with Milvus and supported by advanced technologies like CLIP and Transformers. These tools turn your images and text into detailed numerical forms, organized and saved for lightning-fast image retrieval.
When you search in your personal galleries, our system quickly measures distances between your search requests and the stored data, using the latest algorithms to find the exact matches you need. With Milvus at its heart and enhanced by CLIP and Transformers, SimVec delivers top-notch scalability, performance, and precision for searches that match your specific needs.
Getting "that" Image with SimVec
Using SimVec is remarkably straightforward; you're just a few steps away from seeing the image you desire in your gallery.
- Register to simvec with your email and username.
- All images will be uploaded from your gallery to vector database.
- Start searching by uploading a photo or writing a text query to search.
- After selecting the number of images you want to retrieve, click on the submit button.
- Get "that" image.
Unlock a seamless image discovery experience with SimVec - your gateway to effortless visual exploration.
Technical Flow of SimVec
Discover the technology behind our mobile application, which utilizes a sophisticated machine learning model and vector database to process and analyze images or text efficiently.
Mobile Application
Users interact with our app by uploading images or entering text, which are then sent securely to our server for advanced processing.
Server Processing
- Machine Learning Model: The server's machine learning model transforms the input data (images or text) into numerical vectors. These vectors uniquely represent the data's features, acting as digital fingerprints.
- Vector Database: These vectors are stored in a specialized vector database designed for rapid and accurate matching, enhancing the search process.
Result Delivery
The backend application retrieves matching or similar items based on the vectors, fetches their corresponding images or text, and delivers these results back to the mobile app for user display.
Our integration of cutting-edge machine learning and database technologies ensures that users experience quick, accurate results, enhancing user interaction and satisfaction.
Meet Our Developers
Get to know the individuals behind SimVec.
Elif Lale
Developerlale.elif@metu.edu.tr
Alper Keskin
Developeralper.keskin@metu.edu.tr
Halil Yerlikaya
Developerhalil.yerlikaya@metu.edu.tr
Atakan Gelecek
Developeratakan.gelecek@metu.edu.tr
Kasım Pamuk
Developerkasim.pamuk@metu.edu.tr








