Deterministic Visual Dataset Generation
High Performance
Batch Generation
100% Reproducible
Seed Determinism
Rich Metadata
JSON Manifests
ML-Ready
Computer Vision Formats
Bria FIBO API Configuration
Note for Judges:
The trial period of the demo API key expires soon.
If the software does not generate result with demo
key, then please use your personal Bria API key
Get your free API key at bria.ai/platform
For Judges: Testing Instructions
- Get free API key from platform.bria.ai
- Paste the "Production" API key above and click "Use Custom Key"
- Or click "Use Demo Key" to try
- Generate datasets to test full functionality
1. Define Object
Dataset Configuration
Quick Test for initial validation
2. Parameter Sweep
Camera Telemetry
-90°0°90°
UpLevelDown
MacroMidTele
Total Angles: 5 ()
No custom angles added yet. Use the sliders above and click "Add to Queue"
Queued Angles:
0
Each angle × 1 lighting = 0 images
Simulated View: Front, Eye-Level
Lighting Environment
Selected: 1 setup(s)
Auto Sweep Mode
Using parameter sweeps from toggles above
Tip: Add custom angles to queue for manual control, or use sweeps for batch
generation
Total Asset Count
0 Files
Estimated Runtime
0
min
Processing Data...
Initializing API Handshake...
Dataset Generated Successfully
Disentanglement Proof
Same object, same seed, same lighting, same background — ONLY camera angle changed. This demonstrates FIBO's unique ability to control individual parameters without affecting others.
Why This Matters
- Traditional AI models change everything when you modify one parameter
- FIBO's JSON structure enables disentangled control
- Perfect for ML training datasets requiring controlled variations
- Reproducible results using seed + structured prompt
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