Decode lossless CRX and version 0x100/0x200 C-RAW in portable Rust,
including sensor geometry, timed white balance and black/white levels.
Verify all sensor samples against six independent M50/R100/R8 references.
Any CR3 decode error falls back to the embedded JPEG, as CR3 files did
before this decoder. The full sensor buffer is allocated only after the
first plane decodes, and plane buffers grow row by row. Tile planes
decode in parallel with a windowed bit reader (24 MP: 424 -> 89 ms
lossless, 519 -> 138 ms C-RAW on an M4).
Add guarded CR3 camera-JPEG colour fitting with independent framing
validation, relative white balance and cache invalidation.
Validation: cargo xtask ci.
Sony A7R II camera JPEGs are distortion-corrected by default while the raw is not. On the public
CC0 ILCE-7RM2 samples the JPEG is up to 15 px of 1440 off, and the misaligned window frames alone
pushed the held-out RMS to 0.108-0.115 (gate 0.10): the photo opened in the grey neutral fallback,
13 L* too dark. The same shot with distortion correction off fits at 0.059.
When the fit on all pixels fails the gates, try it once more, with the same gates, on pixels whose
3x3 neighbourhood in either proxy spans a luminance ratio of at most 3. Fits that already pass are
unchanged (29 other corpus ARW/NEF/RW2 files render pixel-identical). ILCE-7RM2 ΔE76 vs the camera
JPEG (registered) 16.6-16.9 -> 3.7-3.8; corpus GX80 19.1 -> 7.9. RENDER_CACHE_VERSION 11 -> 12.
The RW2 reader reads PanasonicRaw tag 0x0119 (16 LE words) and expresses the
camera's own correction as the equivalent DNG WarpRectilinear in OpcodeList3,
so embedded_lens() turns it into the existing EmbeddedLens/EmbeddedWarp and
"Enable Profile Corrections" applies it like a DNG's warp (no new warp path;
Convert to DNG keeps it). Rule, from our own measurements against the
embedded camera JPEGs (clean-room; ExifTool tag names only):
corrected = rho*(1 + (w8 rho^2 + w4 rho^4 + w11 rho^6)/32768), rho = r/w12
(w12 = active-area half diagonal), output = corrected / (1 + w5/32768),
on when (w7 & 0xf) == 1. Chosen on 38 GX85 photos, held out on 35 photos
from 12 other bodies / 9 other lenses; corrected renders line up with the
camera JPEG within 0.75 px at 1440 px at the corners (up to 13 % of the
half diagonal before). Implausible values leave the photo uncorrected.
The loader now removes lens opcodes before the RW2 camera-look fit (its
binned proxy needs an empty OpcodeList3); Opcode::is_lens_correction()
replaces the duplicated matches. RENDER_CACHE_VERSION 11 -> 12.
RW2 / RWL / RAW join ARW and NEF: the starting look (matrix, hue/saturation table, tone and chroma curves) is
fitted to the file's own embedded JPEG behind the same gates, with white balance relative to the as-shot look.
Panasonic previews always show the whole active area while the default crop is the in-camera aspect ratio, so when
the preview matches the active area instead of the crop, the reference is cropped to the default crop before
fitting (corpus_rw2_with_an_in_camera_crop_gets_a_camera_look).
On 174 CC0 samples with a preview 140 fits are accepted (93 of the 114 bodies with a preview), median ΔE against
the camera JPEG 5.0 with matching lightness; most of the others are compacts and kit zooms whose camera JPEG is
distortion-corrected (tag 0x0119 isn't used yet). `lightcraft-cli calibrate` keeps collecting ARW and NEF only.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01QtQmZ6peZXGn3wiqeowV2v
A built-in Sony ILCE-7M4 colour profile (assets/camera-profiles/ILCE-7M4.json, compact JSON, 39 KB), fitted by lightcraft-cli calibrate to the contributor's own 597 raw photos against their in-camera JPEGs; aggregate colour statistics only, MIT OR Apache-2.0. Compiled in via camera_profiles::BUNDLED; a local profile replaces it.
Co-authored-by: Harald Hoyer <harald@hoyer.xyz>
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Conflicts with issue #150 (NEF colour from the camera JPEG): the per-file
look, its hue/saturation/value table and chroma curve, and camera
profiles now apply to every `file_local_look` format (ARW, NEF, NRW);
`calibrate` also collects NEF/NRW. Render cache version 11 (main 9,
branch 10).
Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
One photo can show too little of a colour for its own fit: a lime shirt
covering a few dozen proxy pixels next to foliage at the same hue stayed
yellow (hue 68 deg vs the JPEG's 82 deg).
- `lightcraft-cli calibrate [--max N] [--out DIR] FOLDERS...` pools the
colour pairs of many ARWs per model (each against its embedded JPEG,
192 px proxies, <= 4000 pairs per photo) and fits one matrix from
white-balanced camera RGB plus a hue/saturation/value table.
- Profiles live in $LIGHTCRAFT_CAMERA_PROFILES or
<config>/camera-profiles/<model>.json; validated on load, damaged files
ignored with a warning, part of the render cache keys.
- Photos of a profiled model take its colour and fit only their own tone
and chroma curves; the acceptance gates still apply.
- The table fit buckets samples by hue and runs nodes in parallel; the
app's config_dir moves to the engine.
Profile from 300 Feb-Aug ILCE-7M4 photos (2 min); 29 held-out September
photos: mean dE vs camera JPEG 3.54 -> 3.10, saturated 6.41 -> 5.20;
the shirt's hue 68 -> 82 deg (JPEG 81.5).
Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
A sunny ILCE-7M4 waterfall shot rendered yellow: sunlit rock came out
cream, +4 b* in the brightest fifth of the picture. Camera JPEGs make
shadows up to 1.4x more colourful and bleach highlights to 0.1-0.3x
(a per-channel tone curve), which a luminance-only curve can't do.
- CameraTone gains an 8-node chroma-by-display-luminance curve, fitted
per file (bright pixels included) and kept only when it lowers the
held-out error; applied after the tone map on CPU and GPU, keeping
luminance. Old smart-preview headers load with an identity curve.
- The hue/saturation table gets an sRGB-encoded value axis: dark yellows
had to turn toward orange while bright yellow-greens turned toward
green. It is applied after the baseline exposure, as it is fitted.
- Matrix-only and matrix+table looks are completed (tone, chroma) and
compared in gamma-encoded values; acceptance gates stay linear.
29 local ARWs vs their camera JPEGs: mean dE 4.23 -> 3.54, every file
closer, saturated areas 7.65 -> 6.41. Render cache v10.
Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
A global 3x3 matrix can't follow the camera's hue-dependent rendering:
on an ILCE-7M4 photo of a lime shirt among grey rocks the best matrix
rendered the shirt olive (16 deg hue error), since the few saturated
pixels carry little weight and a matrix fitted to them breaks the rest.
After the matrix, fit a 72x5 hue/saturation table (DNG ProfileHueSatMap
layout, linear ProPhoto) to the residual hue shifts and saturation
ratios: kernel-weighted per node, shrunk to identity where samples are
sparse, identity at saturation 0. It preserves luminance (the tone curve
owns it) and is kept only when it lowers the held-out error.
28 local ILCE-7M4 ARWs: mean dE vs camera JPEG 4.74 -> 4.27, none worse
overall; the shirt's hue error drops to 6-8 deg. Render cache v9.
Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
LightCraft has no colour matrix for Nikon cameras. Because of this, NEF
files showed colours that were too gray and too green.
- Colour: LightCraft now calculates a colour matrix and a tone curve from
the JPEG preview in each NEF file. Sony ARW files use the same
procedure and the same quality checks. White balance is relative to
the as-shot look, as for ARW files.
- One function, camera_preview::file_local_look, selects the formats for
the fit and for the relative white balance. Photo::relative_wb in the
catalog uses the same formats.
- Black level: Nikon stores the black level (maker note 0x003d) in
14-bit units, also in 12-bit files. The decoder read it as a 12-bit
value. Because of this, 12-bit files from the D750, D780, D850, D7500
and Z 50 were too dark. Now the decoder divides the value by 4 for
12-bit files.
- The corpus gets the D7500 12-bit and 14-bit lossless samples. A test
compares their levels. The render cache version increases to 9.
Results on 13 NEF files that LightCraft can decode: LightCraft accepted
the fit for all 13 files. The mean colour difference from the camera
JPEG (CIE76 dE) decreased from 13-46 to 2.9-7.8. One file with mixed
light improved by a small quantity only (12.7 to 12.0).
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Sony bodies from before ~2017 (RX100–RX100M5, RX10, NEX, SLT, ILCE-6000,
A7/A7II/A7RII, ...) write no plain 0x7313/0x7310/0x74c7 tags in the raw IFD,
so the decoder used unit WB multipliers (strong green cast, e.g. the CC0
DSC-RX100M3 sample), black 512 (800 on 1-inch sensors), and kept padding
columns at the right edge.
- White balance: WB_RGBLevels from the maker note's enciphered Tag2010
block (layouts per ExifTool's Tag2010a..i tables; byte substitution
p^3 mod 249 checked black-box on 15 CC0 files: SonyISO matches Exif ISO,
ILCE-7M3 levels match its plain 0x7313).
- Black level: recovered from the encrypted SR2SubIFD by known-plaintext
analysis (constant key in every file; RX100M6/ILCE-7M3 plain 0x7310 as
plaintext; 8 keystream bytes at offset 2510, plausibility-checked).
- Crop: DNG DefaultCrop or the maker note's FullImageSize.
- "12-bit uncompressed" ARWs hold 14-bit-scale data: black/white follow it.
- Render cache version bumped; corpus manifest + corpus test, unit tests.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The 0.055 cap rejected half of the public Sony samples tried (ILCE-6400,
ILCE-6700, ILCE-7M4) although their fits were 1.5-3x closer to the
camera JPEG than the fallback and visibly better (mean dE vs the embedded
preview 19-26 -> 5-10). Unrelated previews stay rejected (synthetic test
lands at 0.115).
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude
Иван Лапочкин
sebastian pfluegelmeier
radialmonster
Hanmo
Harald Hoyer
Trey Reynolds
Brandon Thomas
arata1972