MLops and Synthetic data for national security
Dropla's MLOps team provides the systems, tools, synthetic training datasets and processes to reliably deploy machine learning for your operations across the industries.
We facilitates the smooth lifecycle management of ML pipelines, from development to deployment and monitoring.
We facilitates the smooth lifecycle management of ML pipelines, from development to deployment and monitoring.
first CASE: LANDMINE DETECTION
Synthetic data sets
Our simulation tooling and photorealistic 3D rendering pipelines allow us to create vast labeled datasets featuring diverse environments, terrain, weather conditions, and ground objects: landmines, UXOs and ERWs.
Real world data sets
Dropla is collecting and creating large amounts of labaled datasets, by utilizing Dropla HUB-194 testing site. And it is our duty to contribute standardized data to global datasets. This would help the wider research community and spur more data-driven innovations in Global De-mining initiatives.
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ML-op pipeline for ground-truth dataset
synthetic augmentation and training
synthetic augmentation and training
5000 Ground truth dataset
1. First step
Ground truth normalization
2.Dataset synthetic augmentation
3. Creating data with adjustments
Automated labeling
4. Learning
Dropla AI Helper
5. Testing
Dropla Mine Detection Tool
40 000 Synesthetic augmented data, labored frames
Process
1. Creating Model
Developing highly detailed and accurate 3D models of defense equipment to be used in simulations and training scenarios.
Dropla MLops tooling
Dropla ML Ops team is developing tooling, easing every stage of AI solutions deployment: creating/preparing data and building AI pipelines.
With us your organization can achieve quick early results in AI deployment in high value cases like:
With us your organization can achieve quick early results in AI deployment in high value cases like:
- Localization
- Multi-object tracking
- Vehicle awareness with dynamic mapping
Our Services
Labeling Different Types of Ammunition and Mines
We provide high-quality labeling and classification services for various types of ammunition and mines.
Creating Synthetic Objects for AI Training
We develop realistic synthetic objects used to train neural networks. These models help AI better understand and recognize potential threats in real-world conditions.
Discover how our
dedication can
help your cause
dedication can
help your cause
Direction
Location
