Challenges
- Reflections in mirrors and glass repeat the room and invite mislabelling.
- Wet-look and high-gloss tiling throws specular highlights across boundaries.
- Small rooms captured wide mean heavy distortion at the frame edges.
- Grout lines disappear into shadow in corners and behind fixtures.
- Chrome fittings have no stable colour of their own to trace against.
- Shower enclosures overlap several classes at once through the glass.
Related work
Door & Frame Segmentation
Door leaf, frame, architrave and skirting separated as four classes so each can be refinished on its own.
Kitchen Surface Segmentation
Every cabinet face, worktop, splashback and floor in a listing photo cut as its own editable region.
Face Blur & Picture Frame Detection
Picture frames masked and faces boxed in property photos, separating real faces from artwork for automatic privacy blurring.