Twelve articles per page, newest first.
How to evaluate speech recognition harnesses using Novus Examples tone-digit WAV pairs and JSON transcripts — without copyrighted speech.
Novus Examples · Guide · Intermediate · v2026.08
Read the post →How to exercise autofill, scrapers, and PDF form fillers against fictional Novus Examples tax, KYC, and shipping forms.
Novus Examples · Guide · Intermediate · v2026.08
Read the post →Score a point-cloud denoiser or reconstruction tool against a clean, dense ground-truth scan — with Chamfer distance and normal consistency.
Novus Examples · Guide · Advanced · v2026.08
Read the post →Calibrate pixel and perceptual diffs against documented A/B twins — 1px shifts, chrome adds, and colour tints with known change kinds.
Novus Examples · Guide · Intermediate · v2026.08
Read the post →Test a mesh simplifier the right way — Hausdorff distance, normal deviation, and silhouette error against a dense ground-truth mesh.
Novus Examples · Guide · Advanced · v2026.08
Read the post →Feed a broken mesh to a repair tool and score the result against a watertight target — with manifoldness checks and surface-distance metrics.
Novus Examples · Guide · Advanced · v2026.08
Read the post →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
Read the post →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
Read the post →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
Read the post →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
Read the post →A repeatable way to measure denoise quality using noisy images paired with their exact clean reference.
Novus Examples · Guide · Intermediate · v2026.08
Read the post →Use one source exported across formats — plus a JPEG quality ladder — to test converters and compression.
Novus Examples · Guide · Intermediate · v2026.08
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