🛰️
DISASTERAI
Post-Disaster Assessment Platform · v2.0
  • 📡
    Real-time UAV imagery analysis with YOLO instance segmentation
  • 🗺️
    Spatial damage heatmaps and priority grid visualization
  • 🧠
    Full model lifecycle — training, evaluation, and deployment
  • 📊
    Assessment history, reporting, and trend analytics
SYSTEM ONLINE  ·  ALL SERVICES OPERATIONAL  ·  API v2.0
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🛰️
DisasterAI
Post-Disaster Assessment · v2.0
Administrator ADMIN
ONLINE
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Emergency Ops
📡Damage AssessmentUC-1
📊Export ReportsUC-8
⚙️SettingsUC-13
🕒HistoryUC-14
Data Pipeline
🔄Dataset PipelineUC-3/9/10/11
Model Lifecycle
🏋️Model TrainingUC-2
🔬ExperimentsUC-6
🚀DeploymentUC-7
Administration
📈System MonitorUC-4
👥User MgmtUC-5
💾BackupUC-12
Execute Damage Assessment
UC-1Upload UAV imagery for automated instance segmentation analysis
📤 Image Upload
Low (more detections)High (precise only)
Analyzing UAV Imagery...
Image & Mask Visualization
Damage Summary
ASSESSMENT INFO
Priority Heatmap
SPATIAL DENSITY MAP
Detected Instances
CLASSCONFIDENCEDAMAGELOCATION
Model Training
UC-2Configure and train YOLOv11-seg instance segmentation models
Training Configuration
Training Progress
StatusRUNNING
Epoch0/100
Box Loss--
Seg Loss--
Cls Loss--
mAP@50--
mAP@50:95--
◈
Select a dataset and configure training
Evaluation Results
Dataset Pipeline
UC-3 · UC-9 · UC-10 · UC-11Upload, convert, augment, tile, and validate your dataset in sequence
1
Upload
2
Convert
3
Augment
4
Tile
5
Validate
📤 Step 1: Upload Dataset
🔃 Step 2: Semantic → YOLO Conversion
Conversion Log
[READY] Awaiting conversion...
Processed0 / —
🔀 Step 3: Data Augmentation
Results
≋
Awaiting augmentation...
Augmenting0%
🧩 Step 4: Image Tiling
Tiling Progress
Tiles per Image—
Est. Total Tiles—
0%
✅ Step 5: Mask Validation
◫
Click "Load Samples" to review masks
✓ Pipeline complete — dataset is ready for training
System Monitoring
UC-4Real-time system health, resource usage and service status
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CPU USAGE %
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GPU USAGE %
--
RAM USED GB
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DISK USED GB
Service Status
System Logs
User Management
UC-5 · ADMINFull control: create, activate, deactivate, and delete user accounts
Create User
System Users
NAMEROLESTATUSACTIONS
Loading users...
🔒
Admin Access Required
User management is restricted to system administrators.
Experiment Tracking
UC-6Compare model training runs and select production candidates
Experiment Comparison
IDNAMEMODELmAP@50mAP@50:95PRECISIONRECALLSTATUSACTION
No experiments yet.
Per-Class Performance
Model Deployment
UC-7Deploy validated models to the live inference API server
Active Deployment
No model currently deployed.
Deploy an experiment to activate inference.
Deploy New Model
⚠ Deployment will archive the current model and run a sanity check.
Export Damage Report
UC-8Export full assessment reports with imagery and analysis
Report Configuration
Report Preview
[READY] Select an assessment and export format...
System Settings
UC-13Configure confidence threshold and inference parameters
Inference Settings
0.10 · More detections0.95 · High precision
✓ Settings saved.
Threshold Effect Simulator
[INFO] Adjust the sliders and save settings to apply.
[NOTE] Lower threshold → more detections → slower processing
[NOTE] Higher threshold → fewer detections → faster processing
⚠ For disaster response, recommendation: 0.40–0.55
Assessment History
UC-14Browse historical damage assessments for trend analysis
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TOTAL ASSESSMENTS
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AVG COLLAPSED
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AVG PROC. TIME
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CURRENT MODEL
Past Assessments
IDDATEIMAGEDISASTERLOCATIONCOLLAPSEDDAMAGEDHUMANSACTION
Backup & Restore
UC-12Create real system backups (database + datasets + models) — download, upload, restore
Create Backup
UPLOAD BACKUP
Available Backups
IDDATESIZESTATUSACTIONS
No backups yet.