Workflow

AI‑assisted asset generation with human QC, followed by scalable scene creation and automatic labeling.

1. 1) Asset Generation
   • Concept → AI placeholders → human redesign & scaling
   • PBR texturing via Quixel/Substance; QC scripts for topology and pivots
   • Metadata tags and multi‑format export
2. 2) Scene Creation
   • Base assembly with library assets; procedural variation (≈10/scene)
   • Lighting & baking; plausibility and coverage review
3. 3) Annotation & Delivery
   • RGB, depth, normals, segmentation, instance masks, boxes
   • COCO JSON, YOLO TXT, KITTI, Pascal VOC; USD/FBX/GLTF/BLEND

/scene_name/
  /images/
    scene_variation01.png
    scene_variation02.png
  /annotations/
    /bounding_boxes/
      coco_annotations.json
      yolo_labels/
    /segmentation/
      semantic_masks/
      instance_masks/
    /depth/
    /normals/