How to Test a PBR Material Generator
Score generated PBR materials channel by channel — base colour, normal, roughness, metallic, AO, and height — against a coherent ground-truth set.
Novus Examples · Guide · Advanced · v2026.08
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Reproducible test recipes, browser creation workflows, and practical ways to validate real files.
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How to Test a Monocular Depth-Estimation Model
Measure a depth model against a known depth map — with scale-invariant metrics, edge-aware checks, and reproducible fixtures.
Novus Examples · Guide · Advanced · v2026.08
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Testing Image Segmentation with Ground-Truth Masks
Score a segmentation model with IoU, boundary F1, and instance matching against masks that come from the exact image you segment.
Novus Examples · Guide · Advanced · v2026.08
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Testing Structure-Conditioned Image Generation with Ground-Truth Maps
How to test ControlNet-style conditioning — Canny, depth, normal, scribble, segmentation, and pose — against a colour image the maps were derived from.
Novus Examples · Guide · Advanced · v2026.08
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