Train AURA AI Model Studio

Fine-tune AURA AI's spatial generation neural engine by feeding diverse memory data, tracking epoch metrics, and improving 360° environment fidelity over time.

Model Accuracy

94.3%+1.8% from last training run

Training Loss (MSE)

0.14Loss decreased by 12.4%

Spatial PSNR Score

34.2 dBPeak Signal-to-Noise Ratio (>30 dB = Photoreal)

Total Epoch Iterations

Epoch #20Continuous incremental training

Epoch Increments & Loss Curve

Metrics automatically improve as new multimodal memory datasets are fed into AURA AI.

Model Idle

Accuracy: 68.4%Loss: 0.82 • PSNR: 21.4 dB • FID: 48.2

2026-08-01

Accuracy: 76.2%Loss: 0.58 • PSNR: 24.8 dB • FID: 36.1

2026-08-02

#10

Accuracy: 84.1%Loss: 0.39 • PSNR: 28.2 dB • FID: 24.5

2026-08-04

#15

Accuracy: 89.7%Loss: 0.24 • PSNR: 31.5 dB • FID: 16.8

2026-08-06

#20

Accuracy: 94.3%Loss: 0.14 • PSNR: 34.2 dB • FID: 11.2

2026-08-07

Before vs After AURA Fine-Tuning Benchmark

Visual comparison of base spatial model vs fine-tuned AURA AI output on patient data.

BASE MODEL (EPOCH #1)

Generic 360 Panorama

Blurry personal belongings, missing spatial lighting, default stock furniture, flat audio background.

PSNR: 21.4 dB | Fidelity: 68.4%

CURRENT AURA AI

FINE-TUNED (EPOCH #20)

Photorealistic 360 Memory World

Exact mahogany coffee table, vintage Zenith TV, grandfather clock chime, warm fireplace shadows, interactive avatar.

PSNR: 34.2 dB | Fidelity: 94.3%

Feed Training Dataset

Supply new pairs of memory images, 3D scans, and descriptions to improve AURA AI.

Active Training Datasets (4)

Garden & Backyard Spaces

TRAINED

Contains flowerbeds, fountains, benches, chirping birds, wind audio.

1420 Multimodal SamplesQuality: 98.4%

Living Rooms & Vintage Interior Furniture

TRAINED

Leather couches, grandfather clocks, fireplaces, classic TVs, ceiling fans.

1890 Multimodal SamplesQuality: 97.2%

Porches, Balconies & Sunset Patios

TRAINED

Wooden rocking chairs, wind chimes, twilight street lamps.

960 Multimodal SamplesQuality: 95.8%

Piazza & Old City Streetscapes

QUEUED

Cobblestones, café tables, street lights, acoustic reverberations.

650 Multimodal SamplesQuality: 92.1%