Team Members
- Smit Shah (202251122)
- Heet Shah (202251121)
- Parv Thummar (202251143)
- Tanuj Saini (202251141)
Our project focuses on developing a Flutter-based mobile application designed to identify butterfly species native to Gujarat. Combining state-of-the-art AI technologies with an intuitive mobile experience, the app provides:
- Real-time butterfly identification through image segmentation and classification.
- A comprehensive catalog of 109 butterfly species with detailed information on each.
- Tools tailored for researchers, enthusiasts, and conservationists to promote biodiversity awareness and conservation efforts.
- Utilizes SAM (Segment Anything Model) for precise image segmentation.
- Achieves 85% classification accuracy using a fine-tuned VGG-16 model.
- Serves as an educational and practical tool for biodiversity studies.
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Real-time Butterfly Identification
- Uses SAM for precise segmentation and VGG-16 for accurate classification.
- Supports multiple image formats like JPEG, PNG, and JPG.
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Species Catalog
- A catalog of 109 butterfly species native to Gujarat, showcasing detailed information for each.
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User History and Profile
- Allows login/signup functionality to maintain a personalized user experience.
- Tracks identification history for future reference.
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Direct Online Search
- Clickable links for each species enable instant searches for additional information on Google.
- Collected images of butterfly species from Gujarat from reliable online sources.
- Applied preprocessing techniques to optimize the dataset for training.
- Tested multiple architectures, including ResNet and DenseNet.
- Selected VGG-16 for its superior performance, achieving 85% accuracy.
- Implemented SAM to isolate butterflies from their surroundings.
- Enhanced classification reliability by focusing on segmented objects.
- Designed and developed a user-friendly app with key functionalities:
- Login/Signup
- Species catalog
- History tracking
| Component | Technology Used |
|---|---|
| Frontend | Flutter |
| Backend | Firebase |
| Image Segmentation | SAM (Segment Anything Model) |
| Classification Model | VGG-16 (Fine-tuned) |
- Expand the catalog to include national butterfly species beyond Gujarat.
- Develop a community-verified and research-backed repository for consistent updates.
- Incorporate local sightings and academic contributions to enhance the app's richness.
##add here...........
- Dr. Swapnil Lokhande