Multi-View to Material — Relighting

Showing 8 selected objects out of 32. Aggregate scores retain the full original 32-object evaluation.
Images displayed here are 512 × 512 JPEG previews (quality 90, 4:4:4 chroma). Aggregate averages include all nine original lighting conditions, including the five not displayed here. Metrics retain the original-resolution evaluation and are not recomputed from resized images.
Four displayed views per object (indices 0, 4, 10, 14). Aggregate metrics retain the complete source evaluation; per-image metrics correspond to the displayed view.

Multi-view material reconstruction under four lighting environments. Renderings use fitted CRF and exposure.

Visible methods
Visible lighting
Aggregate Metrics

Global Average - Selected Lightings

MethodPSNR (higher)SSIM (higher)LPIPS (lower)

Lighting Metrics