Seek by iNaturalist is a mobile application designed to help users identify plants, animals, and fungi using image recognition technology. Developed by the California Academy of Sciences and the National Geographic Society, the app leverages the vast database of iNaturalist, a global community of naturalists and scientists. Unlike iNaturalist, which requires users to upload observations for community verification, Seek focuses on real-time identification without the need for an account or data sharing. The app is particularly useful for educators, students, and nature enthusiasts who want to learn about biodiversity in their surroundings.
Core Functionality: Image Recognition and AI
The primary feature of Seek is its ability to identify species through photos taken with a smartphone camera. The app uses computer vision algorithms powered by artificial intelligence (AI) to analyze visual characteristics such as shape, color, texture, and patterns. When a user points their camera at an organism, the app processes the image in real time and compares it against a database of known species. The AI model has been trained on millions of observations from iNaturalist, enabling it to recognize a wide range of flora and fauna with varying degrees of accuracy.
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The image recognition system works in several steps:
Image Capture: The user either takes a photo or uses the live camera view to focus on a subject.
Preprocessing: The app adjusts the image for lighting, contrast, and focus to improve recognition accuracy.
Feature Extraction: The AI identifies key features of the organism, such as leaf venation, petal arrangement, or animal markings.
Database Matching: The extracted features are compared against the app's database to find the closest matches.
Result Display: The app presents possible identifications, ranked by confidence level, along with additional information about the species.
Species Identification Process
Step 1: Observing and Capturing the Subject
Users can identify species by either taking a photo or using the live camera mode. For best results, the app recommends:
Getting as close as possible to the subject without losing focus.
Ensuring adequate lighting to avoid shadows or overexposure.
Capturing multiple angles (e.g., leaves, flowers, bark for plants; side, top, and underside for insects).
Avoiding motion blur by holding the camera steady.
Step 2: Real-Time Analysis
In live mode, the app continuously analyzes the camera feed and provides instant suggestions. A bounding box appears around the detected organism, and the app displays the most likely identification at the top of the screen. The confidence level is indicated by a percentage or a "high confidence" label. If the app cannot identify the subject with sufficient certainty, it may suggest broader categories (e.g., "plant" instead of a specific species).
Step 3: Reviewing Suggestions
After capturing an image, the app presents a list of potential matches. Each suggestion includes:
The common and scientific name of the species.
A confidence score indicating how likely the identification is correct.
A brief description of the organism's characteristics.
Geographic distribution data to help users assess whether the species is likely to be found in their area.
Step 4: Confirming or Refining the Identification
Users can accept the suggested identification or explore alternative matches. If the result is unclear, they can:
Take additional photos from different angles.
Use the app's built-in field guide to compare visual features manually.
Refer to the "Similar Species" section to rule out look-alikes.
Data Sources and Accuracy
iNaturalist Database Integration
Seek's identification capabilities are powered by the iNaturalist database, which contains over 50 million observations contributed by users worldwide. The AI model is trained on verified observations, ensuring that the suggestions are based on reliable data. However, the accuracy of identifications depends on several factors:
The quality and resolution of the image.
The uniqueness of the species' visual features.
The prevalence of the species in the database (rare species may be harder to identify).
Geographic context (the app prioritizes species known to occur in the user's location).
Limitations and Edge Cases
While Seek is highly effective for common species, it may struggle with:
Juvenile or immature organisms that lack distinctive features.
Species with high morphological variability.
Organisms that are partially obscured or out of focus.
Recently discovered or poorly documented species.
Educational Features and Gamification
Species Collections and Badges
To encourage exploration, Seek incorporates gamification elements. Users can earn badges for observing specific categories of organisms (e.g., birds, insects, trees) or for finding species in particular habitats (e.g., urban parks, forests). The app also maintains a personal collection of identified species, allowing users to track their progress over time.
Field Guide and Learning Resources
The app includes an embedded field guide with detailed information about species, including:
Physical descriptions and distinguishing features.
Seek periodically hosts challenges where users are encouraged to document species within a theme (e.g., pollinators, invasive species). These events foster community engagement and contribute to citizen science efforts.
Privacy and Data Usage
No Account Required
Unlike iNaturalist, Seek does not require users to create an account or share personal data. All identifications are performed locally on the device, and photos are not uploaded to iNaturalist unless the user explicitly chooses to do so.
Optional Data Contribution
Users can opt to share their observations with iNaturalist, where they become part of the global biodiversity database. This feature is useful for contributing to scientific research but is entirely voluntary.
Location Services
The app uses GPS to provide location-specific suggestions. Users can disable location services, but this may reduce identification accuracy since the app relies on geographic context to narrow down potential matches.
Technical Requirements and Compatibility
Device Compatibility
Seek is available for iOS and Android devices. It requires:
A rear-facing camera with autofocus.
GPS functionality for location-based suggestions.
An internet connection for initial database downloads and updates (though some features work offline once the database is cached).
Updates and Model Improvements
The app receives regular updates to:
Expand the species database.
Improve the AI's recognition accuracy.
Add new features and educational content.
Applications in Education and Research
Classroom Use
Educators use Seek to teach students about biodiversity, ecology, and scientific observation. The app's simplicity makes it accessible for all age groups, and the gamification elements motivate students to engage with nature.
Citizen Science Contributions
While Seek itself does not require data sharing, users who contribute observations to iNaturalist help scientists track species distributions, monitor invasive species, and study the effects of climate change on ecosystems.
Personal Nature Exploration
For hobbyists, Seek serves as a digital field guide, enabling users to learn about the natural world during hikes, garden visits, or urban walks.
Comparison with iNaturalist
Key Differences
Data Sharing: iNaturalist requires observations to be uploaded for community verification, while Seek works offline and privately.
User Interaction: iNaturalist involves a social component where users discuss and validate identifications, whereas Seek provides instant, automated results.
Depth of Information: iNaturalist offers more detailed species accounts and research-grade data, while Seek focuses on quick, accessible identifications.
Complementary Use
Many users employ both apps: Seek for instant identification in the field and iNaturalist for contributing to long-term biodiversity projects.
Future Developments
Enhanced AI Capabilities
Future versions may include:
Improved recognition of cryptic or camouflaged species.
Integration with audio recognition for bird and frog calls.
3D modeling for more accurate identifications from multiple photos.
Expanded Database
Ongoing efforts aim to:
Add more regional species, particularly in underrepresented areas.
Include extinct or fossil species for educational purposes.
Incorporate cultivated and hybrid plants for gardeners.
Augmented Reality Features
Potential updates could introduce AR overlays showing species information in real time or virtual guides for nature walks.
Conclusion
Seek by iNaturalist is a powerful tool for nature identification, combining advanced AI with a user-friendly interface. Its ability to provide instant, private identifications makes it ideal for casual users and educators, while its connection to iNaturalist allows for deeper scientific engagement. As the app continues to evolve, it will likely play an increasingly important role in biodiversity education and conservation efforts worldwide.
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Tier 01
20K - 40K
Simple Starter App (MVP)
~ 1 - 3 weeks
Displays information only (e.g., company information)
Simple, ready-to-use design
Only for Android
In one language (English or Chinese)
Tier 02
40K - 80K
Basic App with Key Features
~ 1 - 2 months
Payment Integration (e.g., Stripe)
Secure authentication (e.g., register, login)
Sends email updates (e.g., order confirmation)
Simple control panel for you to manage content (e.g., add products)
Tier 03Popular
80K - 140K
Enhanced App with More Features
~ 2 - 3 months
Customised design
Sends in-app notifications (e.g., order updates or promotions)
Supports up to 3 languages (e.g., English, Cantonese, Mandarin)
Advanced control panel to manage content and track activity
Tier 04
140K - 240K
Powerful Custom App
~ 3 - 4 months
Custom features for your needs
Tracks how users use the app and creates reports
Analyzes data to help you make smart decisions
Connects with other tools (e.g., marketing or delivery services)
Tier 05
240K or Above
Enterprise Custom App
~ 4 - 6 months
Smart AI features (e.g., personalized suggestions or chatbots)
Real-time updates (e.g., live inventory, instant user actions)
Handles thousands of users with lightning-fast performance
Seamlessly connects with tools like social media, analytics, or CRM
Works on both iOS and Android
Staff accounts with different access levels (e.g., manager vs. staff)
Permission settings to control which pages customers can view or use (e.g., restrict certain features to specific users)
Detailed control panel for managing everything
Advanced control panel with powerful reports to boost your business
