LoRA-Generated Exhibit Concepts to 3D Gaussian Splats
Machina Prima
An exhibit concept series generated using a custom marker-mech LoRA trained on 15 hand-drawn mechanical sketches. The model learned the marker rendering style and was prompted to envision spaces for a futuristic art exhibition — from gallery entrances and sculpture halls to immersive projection rooms.
Each of the 11 generated rooms was then converted into a pro-quality 3D Gaussian splat via the World Labs API, auto-cleaned to remove floaters, ghost splats, and blob artifacts. The result is a fully navigable virtual exhibition space.
The project bridges traditional hand-drawing with AI image generation and cutting-edge 3D reconstruction — starting from pen-on-paper sketches, through LoRA fine-tuning, to explorable 360° panoramic environments.
Interactive 3D Environments
Click a room to explore the Gaussian splat in 3D. WASD to move, drag to look, scroll to adjust speed.
Training Data vs Output
Hand-drawn marker sketches used as LoRA training data (left) and the AI-generated exhibit concepts they produced (right).
SKETCH
GENERATED — SCULPTURE HALL
SKETCH
GENERATED — SUSPENDED INSTALLATION
SKETCH
GENERATED — PROJECTION ROOM
SKETCH
GENERATED — ROTUNDA CENTERPIECE
Exhibition Rooms
Sculpture Hall
Suspended Installation
Projection Room
Rotunda Centerpiece
Grand Entrance
West Corridor
East Corridor
Observation Deck
Underground Vault
Assembly Hall
Archive Room
Panoramic Renders
HDR panoramic renders extracted from the Gaussian splats.
Sculpture Hall — Panoramic Render
Grand Entrance — Panoramic Render
Projection Room — Panoramic Render
Rotunda Centerpiece — Panoramic Render
Observation Deck — Panoramic Render
Underground Vault — Panoramic Render