reflectance op• 데이터 종류: normalmap → image2d
• 호출: import specularity; specularity.brdf_microfacet(normals, light=(0.0, 0.0, 1.0), view=(0.0, 0.0, 1.0), roughness=0.3, f0=0.04)(또는 opsspecular.get("brdf_microfacet"))
GGX / Trowbridge-Reitz 미세면 정반사 BRDF. → (H, W), 단위 1/sr.
> 아래 상세 설명은 원문입니다 —— 요약과 제목은 번역되어 있습니다.
`f_s = D * G * F / (4 (n.l) (n.v))` with
• `D` the Trowbridge-Reitz (1975) / GGX normal distribution,
`a^2 / (pi * ((n.h)^2 (a^2 - 1) + 1)^2) for a = roughness^2`, which
integrates to 1 against `(n.h) dw` over the hemisphere — measured by
20000-point midpoint quadrature in `tests/test_specularity.py` at
relative errors 3.2e-07, 6.3e-08 and 4.0e-09 for roughness 0.2, 0.3 and
0.6, all of it quadrature error (the 200000-point rule gives 3.2e-09,
6.3e-10, 4.0e-11, exactly the 100x a midpoint rule predicts);
• `G` the separable Smith (1967) masking-shadowing term with the GGX
lambda;
• `F` Schlick's (1994) Fresnel approximation,
`f0 + (1 - f0) (1 - v.h)^5`. *f0* is the normal-incidence reflectance:
about 0.04 for common dielectrics, 0.5 to 1.0 for metals. When the exact
Fresnel curve matters, use `match3d.fresnel_reflectance` instead — this
is the approximation the microfacet literature specifies, and it is named
rather than hidden.
Exact ground truth it reproduces: at normal incidence with light, view and
normal aligned, every geometric factor is 1 and the value collapses to
`f0 / (4 pi roughness^4)` in closed form — reproduced bit for bit at
roughness 0.3, 0.5 and 1.0 and to 3.3e-16 relative at roughness 0.1, which
took rewriting the GGX denominator to avoid a cancellation (see the comment
at the code; the textbook arrangement was off by 2.2e-13 relative at the
peak). The lobe is reciprocal in light and view to machine precision
(measured 1.7e-16), and its maximum sits at the half-vector.
`roughness` is the perceptual parameter, squared once to reach the GGX
`alpha` — the convention that makes a linear slider feel linear. A
perfectly smooth surface (`roughness = 0`) is a delta function, not a
finite BRDF, so it is refused rather than returned as an infinity.
Raises `ValueError`: geometry problems as in
:func:brdf_blinn_phong; *roughness* outside `(0, 1]`; *f0* outside
`[0, 1]`.
• specular_photometric 패밀리 가이드
• 샘플 데이터 카탈로그(DL URL / 라이선스) —— 2-D 는 skimage.data(BSD/public)+ 합성, 3-D 는 실데이터 소스(Stanford/PDS 등)의 DL URL.
• 연산자의 내력·참고문헌 —— 이 연산자 족의 바탕이 된 연구/기법의 출처.
• 알고리즘의 정전(저자·연도)과 용도는 위의 패밀리 사용 가이드에 적혀 있습니다.
• specular_photometric — py -3.11 examples/specular_photometric.py
image2d 를 입력으로 받는 것)reflectance)brdf_blinn_phong · dichromatic_render
*Provenance: specularity.py — SPECULAR 연산자 레지스트리. 이 op 노트는 tools/opdocs.py md 가 자동 생성합니다(직접 편집하지 마세요).*
© 2026 Kazufumi Furuse — Fullseye operator documentation. Licensed under Apache-2.0.