photocraft/crates/raw
David Mann 39aa849b47
Raw: open monochrome LinearRaw DNGs (1 sample per pixel) (#3497) (#3503)
A one-sample LinearRaw DNG (VueScan film scans, Leica Monochrom) was
rejected as "LinearRaw data with 1 samples per pixel". The DNG decoder
now accepts it and develop renders it as neutral grey: the one sample
fills all three channels, white balance, colour matrices and camera
looks do not apply, and the output is R = G = B in 16-bit ProPhoto.
io skips the preview colour fit for such files.

Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-10-11 23:33:40 -04:00
..
examples raw corpus: real camera files from raw.pixls.us, oracle-tested 2026-10-09 13:06:05 +02:00
fuzz Camera raw: clean-room pure-Rust decoder (DNG, CR2, TIFF/EP raws) with develop pipeline (#65) 2026-10-04 15:43:47 -04:00
src Raw: open monochrome LinearRaw DNGs (1 sample per pixel) (#3497) (#3503) 2026-10-11 23:33:40 -04:00
tests Raw: open monochrome LinearRaw DNGs (1 sample per pixel) (#3497) (#3503) 2026-10-11 23:33:40 -04:00
Cargo.toml DNG: lossy compression 34892 (baseline JPEG tiles) (#2021) 2026-10-10 13:39:57 -04:00
README.md Raw: open monochrome LinearRaw DNGs (1 sample per pixel) (#3497) (#3503) 2026-10-11 23:33:40 -04:00

README.md

photocraft-raw

A clean-room, pure-Rust camera raw decoder and developer. The crate is standalone (no workspace dependencies; its decoding dependencies are flate2 for Deflate DNG and jxl-oxide, a pure-Rust JPEG XL decoder, for DNG 1.7, native builds only), has no unsafe, does no I/O (&[u8] in), builds for wasm32-unknown-unknown (sequential there, rayon-parallel on native) and never panics on hostile input: every offset is bounds-checked and sizes are checked against Limits before allocating.

use photocraft_raw::{develop, DevelopOptions, Demosaic};

let dev = develop(&bytes, &DevelopOptions { demosaic: Demosaic::Ahd, ..Default::default() })?;
// dev.rgb: interleaved 16-bit RGB in ProPhoto RGB (ROMM primaries, D50, gamma 1.8)
// dev.warnings: anything approximated or not applied

photocraft-io uses it so opening a raw file yields a normal 16-bit RGB document tagged with the built-in ProPhoto-compatible profile.

Sources (clean-room)

Implemented only from public specifications, papers and observation of files:

  • TIFF 6.0, TIFF/EP (ISO 12234-2) and the Adobe DNG Specification 1.7.
  • ITU-T T.81 (ISO 10918-1) Annex H: lossless JPEG, process 14 ("LJ92").
  • The published description of Canon's CR2 container (header, raw IFD, slice tag 0xC640).
  • Publicly documented maker-note / private tags (ExifTool's tag tables): Canon ModelID (0x0010), SensorInfo (0x00E0) and ColorData (0x4001), Nikon WB_RBLevels (0x000C) and BlackLevel (0x003D), Sony BlackLevel (0x7310), WB_RGGBLevels (0x7313), SonyRawFileType (0x7000) and SonyToneCurve (0x7010), the PanasonicRaw IFD0 tags, Olympus ImageProcessing (0x2040) and CameraSettings (0x2020) preview tags, the Fujifilm RAF header and metadata records (RawImageCropTopLeft / RawImageCroppedSize, FujiLayout, XTransLayout, WB_GRGBLevels, RawExposureBias) and FujiIFD (RawImageFullWidth / Height, BitsPerSample, StripOffsets / ByteCounts, BlackLevel, WB_GRBLevels).
  • Nikon compressed NEF: Laurent Clévy's NEF structure notes and Bill Claff's "NEF Compression" (prose: the 0x0096 table layout, a lossy curve followed by a fixed-table Huffman stage), ExifTool's Nikon tag-name documentation and ITU-T T.81 Annex F / H. The Huffman tables are not stored in the files; they were recovered by black-box analysis of CC0 raw.pixls.us samples (the same scenes shot compressed and uncompressed) for LightCraft (storytold/lightcraft#86) and verified there on ~45 files from ~35 bodies.
  • Sony cRAW (ARW 2): H. Dietz, "Sony ARW2 Compression: Artifacts And Credible Repair" (Electronic Imaging 2016) and the RawDigger / diglloyd write-ups of the 11 + 7-bit scheme; the exact bit layout and tone-curve scale were established by observation of sample files.
  • Panasonic RW2 RawFormat 5, uncompressed Olympus ORF and uncompressed Fujifilm RAF: established by observation of sample files (bit packing, page layout, sample justification; for RAF the three sample storages and the reversed order of the X-Trans / Bayer layout records, each verified by developing with every candidate phase against the camera's preview).
  • Demosaicing: Malvar, He & Cutler (ICASSP 2004); Hirakawa & Parks, "Adaptive homogeneity-directed demosaicing" (IEEE TIP 2005); for X-Trans and other non-Bayer CFAs, gradient-weighted green interpolation (Lu & Tan, "Color filter array demosaicking: new method and performance measures", IEEE TIP 2003) with edge-aware colour differences.
  • McCamy's CCT approximation (1992); the Bradford chromatic adaptation transform.
  • Per-file colour from the camera's embedded JPEG (fit_look, src/look.rs): the method follows the prose description in LightCraft's docs/camera-preview-colour.md (storytold/lightcraft#165, Apache-2.0, same organisation); no LightCraft code was used. Pool-adjacent-violators isotonic regression (Ayer et al., 1955), Tukey's biweight (Beaton & Tukey, 1974), ridge regression (Hoerl & Kennard, 1970) and the CIE 1976 L*a*b* colour difference.

No code from dcraw, LibRaw, rawspeed, rawler, rawloader or darktable was read or used, and no camera colour tables were copied.

Support matrix

Format Status
DNG Uncompressed (8–16 bit, packed or not), Deflate (compression 8, predictors 1 and 2), lossless JPEG and JPEG XL (DNG 1.7, e.g. Samsung Expert RAW; decoded by jxl-oxide; not in wasm32 builds, where it is Unsupported); strips and tiles; CFA (Bayer) and LinearRaw (three-sample colour, or one-sample monochrome such as Leica Monochrom and film-scanner DNGs, developed as neutral grey with no white balance or colour matrix); LinearizationTable, BlackLevel (+ repeat, DeltaH/V), WhiteLevel, ActiveArea, DefaultCrop, ColorMatrix1/2, CameraCalibration, ForwardMatrix, AnalogBalance, AsShotNeutral / AsShotWhiteXY, BaselineExposure, Orientation, OpcodeList2 GainMap (lens shading)
DNG (lossy JPEG, floating point; opcodes other than GainMap; ProfileGainTableMap) Unsupported / not applied (reported)
CR2 Lossless JPEG with slices, borders and as-shot white balance from the maker note, black measured on the masked border. CR2 has no CFA tag and the row phase varies by model, so it is measured from the data (the green diagonal), with a Canon model-ID table as the fallback (see src/cr2.rs)
CR2 sRAW / mRAW Unsupported
NEF / NRW, ARW, PEF and other TIFF/EP raws Uncompressed and lossless-JPEG (incl. Sony lossless ARW) CFA data
Nikon compressed NEF (compression 34713): lossless and lossy type 1 / 2, 12 and 14 bit Decoded: fixed Huffman tables + maker-note 0x0096 seeds and curve (see src/nefc.rs). BlackLevel 0x003d is read in 14-bit units. "Lossy after split" files are unsupported (preview fallback)
Sony compressed ARW ("cRAW", SonyRawFileType 2) Decoded: 11-bit min/max + 7-bit delta blocks, SonyToneCurve to 14 bits, the curve's 512 black level when no BlackLevel tag is written (the first-generation bodies, e.g. the ILCE-7)
Panasonic / Leica RW2, RawFormat 5 (12- and 14-bit packed) Decoded, with PanasonicRaw black / white / WB / sensor borders
Olympus ORF, uncompressed 16-bit (E-1, E-400…) Decoded, with ImageProcessing black / WB / ValidBits / crop
Nikon "lossy after split" NEF, Sony "Compressed RAW 2", Pentax compressed PEF, RW2 RawFormat 4 and older, Olympus compressed ORF Unsupported: no public description of these codes was found apart from GPL decoder source, which this crate may not use (clean-room). photocraft-io opens the embedded JPEG preview instead
Fujifilm RAF, uncompressed (X-Trans I–V, GFX and Bayer bodies since about 2010) Decoded: 16-bit containers (either byte order), 12-bit LSB-first packing, 14-bit packing in 32-bit words; X-Trans 6×6 or Bayer 2×2 layout, black, as-shot WB, crop, RawExposureBias, orientation from the preview's EXIF
Fujifilm compressed RAF, early FinePix / SuperCCD RAF (no CFA TIFF) Unsupported (no public description of the compression); preview fallback
CR3 Recognised, unsupported (preview fallback where a preview is found)
X-Trans and other periodic non-Bayer CFAs (up to 16×16) Demosaiced by one pattern-agnostic edge-directed method, whatever Demosaic is chosen

Development pipeline

  1. Linearization table, per-position black level, scale to the white level.
  2. White balance (as shot; or grey-world when the file has none; or explicit multipliers), normalized so the smallest multiplier is 1, then clip to 1 so blown highlights stay white.
  3. Demosaic: Bilinear, Mhc (Malvar–He–Cutler) or Ahd (default) for Bayer; non-Bayer CFAs (X-Trans) always use the edge-directed generic method (demosaic_cfa).
  4. Camera → XYZ (D50) per the DNG specification (ColorMatrix interpolated by the white's correlated colour temperature, or ForwardMatrix), or a camera look fitted to the embedded JPEG, → linear ProPhoto; exposure (BaselineExposure + user EV); the look's tone curve; gamma 1.8; 16 bits.
  5. Orientation.

Files without colour calibration (CR2, NEF, ARW, RW2, ORF, RAF…) have no camera matrix. Every one of them carries a JPEG the camera rendered from the same sensor data, so fit_look estimates the camera's rendering per file: both the sensor data (white-balanced as develop does) and the decoded JPEG are reduced to a common grid of at most 256 cells on the long edge, and a 3×3 camera → ProPhoto matrix plus one monotone tone curve (applied per channel after exposure) are fitted so that the developed raw matches the JPEG, by alternating isotonic regression for the curve and weighted, ridge-regularised least squares for the matrix (residuals scaled to approximate L*, Tukey biweights against misaligned edges and local tone mapping; clipped and near-black cells left out). One cell in three is held out: the look is used only when it shows the same picture in colour, the matrix is plausible and the held-out mean CIE76 ΔE drops to at most 85 % of the fallback's. Pass it as DevelopOptions::camera_look; develop then notes "colour fitted to the camera's embedded JPEG (mean ΔE …)". The crate cannot decode JPEG itself: photocraft-io decodes the smallest preview at least 512 pixels long, fits and develops in one go. Camera Raw's tuned import fits at the default exposure and as-shot white balance first, then applies the user's Exposure, Temperature and Tint to that same rendering. The D5100's measured image area is 4928 × 3264 at (8, 8) in a 4992 × 3280 sensor plane; it removes the border without changing levels, WB or calibration. Measured image areas preserve an explicit file crop.

Without a usable fit (no preview, an unrelated, monochrome or differently shaped one, or a fit that does not clearly help) the documented neutral fallback stays: the white-balanced camera channels are treated as linear sRGB primaries, with no tone curve (plausible but flat, greyish colours; converting to DNG gives calibrated colour), and develop says so.

Measured on 8 Nikon D3200 NEFs (12-bit lossy compressed, indoor scenes) against each file's embedded JPEG (mean CIE76 ΔE, 300-pixel grid, full develop output in sRGB): fallback 11.6–26.0, fitted 1.0–7.5; all 8 fits were accepted. The highest remaining errors are shots where the camera brightened shadows locally (Active D-Lighting), which one global curve cannot follow. The fit (preview decode included) takes about 50–70 ms on a 24 MP file. It is an estimate of the camera's look, not a measured calibration: picture styles and hue-dependent rendering are approximated.

Tools

cargo run --release -p photocraft-raw --example rawinfo -- [--dump] [--demosaic ahd] [--png DIR] FILE... prints what was decoded, times decode and develop, and can write sRGB PNG previews and the embedded JPEG previews.

cargo run --release -p photocraft-io --example rawlook -- [--png DIR] FILE... times the camera-JPEG colour fit, reports ΔE against the embedded JPEG with the neutral fallback and with the fit, and can write 1200-pixel sRGB PNGs of both and of the JPEG; --synthetic times it on a generated 24 MP file.