High-performance camera film simulation filters
Project description
saturnix-filter
High-performance camera film simulation filters in Rust, designed for the SATURNIX open-source camera (Raspberry Pi Zero 2W).
Developed to accelerate on-device photo processing, saturnix-filter delivers a ~47x to ~134x speedup over traditional pure-Python image processing on the target Raspberry Pi Zero 2 W hardware by leveraging zero-copy in-memory pixel manipulation, 10-bit fixed-point integer math, and multicore scaling via Rayon.
Features
- Zero-Copy Memory Model: Manipulates Pillow image bytes directly in memory space
- Parallel Execution: Distributes row-by-row pixel computations across all available CPU cores using
rayon. - 26 Complete Film Styles:
S-Gold(Kodak Gold warm vintage style)S-Vivid(Kodak Ektar ultra-saturated style)S-Natural(Fujifilm organic greens style)S-Saturnix(Signature cel-animation glow style)S-MonoX(Kodak Tri-X 400 panchromatic S-curve B&W style)S-Portra(Kodak Portra 400 soft, warm skin-tone style)S-Cinestill(Cinestill 800T cool tungsten / teal-shadow style)S-Cross(Cross-processed E-6-in-C-41 high-contrast style)S-Faded(Sun-faded vintage print with milky lifted blacks)S-Bleach(Bleach-bypass desaturated high-contrast silver style)S-Sepia(Warm brown-toned B&W)S-Cyano(Cool blue Cyanotype-toned B&W)S-Noir(High-contrast neutral B&W with heavy vignette)S-Teal(Cinematic teal-and-orange style)S-Lomo(Lomography toy-camera oversaturated style)S-Fuji(Fujifilm Velvia high-saturation landscape style)S-Selenium(Cool selenium-toned B&W)S-Platinum(Warm, soft platinum-print-toned B&W)S-Infrared(Aerochrome-style false-colour infrared)S-SplitTone(Cinematic warm-highlight / cool-shadow split-toning)S-Kodachrome(Rich, warm vintage-slide style)S-Polaroid(Instant-film look with milky blacks and cyan cast)S-Matrix(Digital-dystopia green cast)S-Cine(Filmic S-curve digital-cinema grade)S-Leak(Warm light-leak flare from the corner)S-Halation(Warm red-orange glow blooming from highlights)S-CA(Lo-fi lens look with red/blue chromatic-aberration fringing)VHS(Vintage VHS tape simulation)
Examples
Each column is one source photo; each row is the same image with a filter applied.
| Sample 01 | Sample 02 | Sample 03 | Sample 04 | |
|---|---|---|---|---|
| Original | ||||
| S-Gold | ||||
| S-Vivid | ||||
| S-Natural | ||||
| S-Saturnix | ||||
| S-MonoX | ||||
| S-Portra | ||||
| S-Cinestill | ||||
| S-Cross | ||||
| S-Faded | ||||
| S-Bleach | ||||
| S-Sepia | ||||
| S-Cyano | ||||
| S-Noir | ||||
| S-Teal | ||||
| S-Lomo | ||||
| S-Fuji | ||||
| S-Selenium | ||||
| S-Platinum | ||||
| S-Infrared | ||||
| S-SplitTone | ||||
| S-Kodachrome | ||||
| S-Polaroid | ||||
| S-Matrix | ||||
| S-Cine | ||||
| S-Leak | ||||
| S-Halation | ||||
| S-CA | ||||
| VHS |
Installation
Install the precompiled binary wheel directly from PyPI (no compiler required on the Raspberry Pi!):
pip install saturnix-filter
The core install has no Python dependencies — ideal for the production
runtime on the Raspberry Pi. To also get the saturnix-filter command-line
tool for experimenting on a PC (image file conversion, gallery rendering),
install the optional cli extra:
pip install "saturnix-filter[cli]"
Usage
from PIL import Image
import saturnix_filter
# 1. Load an image as RGB
img = Image.open("photo.jpg").convert("RGB")
width, height = img.size
# 2. Extract mutable bytearray (Zero-Copy pointer reference)
buf = bytearray(img.tobytes())
# 3. Apply the filter instantly inside RAM
# Supported options: "S-Gold", "S-Vivid", "S-Natural", "S-Saturnix", "S-MonoX",
# "S-Portra", "S-Cinestill", "S-Cross", "S-Faded", "S-Bleach",
# "S-Sepia", "S-Cyano", "S-Noir", "S-Teal", "S-Lomo", "S-Fuji",
# "S-Selenium", "S-Platinum", "S-Infrared", "S-SplitTone",
# "S-Kodachrome", "S-Polaroid", "S-Matrix", "S-Cine",
# "S-Leak", "S-Halation", "S-CA", "VHS"
saturnix_filter.apply_film_inplace(buf, width, height, "S-Saturnix")
# 4. Re-construct the Pillow image from the modified buffer
filtered_img = Image.frombytes("RGB", (width, height), bytes(buf))
filtered_img.save("photo_filtered.jpg", "JPEG", quality=92)
Command-line tool
With the cli extra installed, the saturnix-filter command converts image
files directly:
# Apply a filter (auto-names the output photo_s-gold.jpg next to the input)
saturnix-filter convert photo.jpg -f S-Gold
# Several filters and/or images at once, downscaled to 1200 px wide
saturnix-filter convert *.jpg -f S-Gold -f S-Halation --max-width 1200
# List every available filter with a description
saturnix-filter list
# Apply every filter to one image, rendering a gallery next to it
saturnix-filter gallery photo.jpg
Performance Comparison
All numbers are pure in-memory processing times at full 16 MP camera resolution (4656 x 3496 pixels), measured with a warm-up pass and excluding file I/O. saturnix-filter uses the optimized 10-bit fixed-point integer implementation.
Hardware: Raspberry Pi Zero 2 W (ARM Cortex-A53 quad-core @ 1.0 GHz)
All profiles share the same base point operations (tone curve, saturation, contrast, vignette, grain); the Pipeline column lists the extra stages that set a profile apart:
- mono – monochrome conversion: collapses the image to a tinted luminance channel for black-and-white looks.
- mix – 3×3 channel-mix matrix: blends the R/G/B channels into each other for cross-channel colour shifts.
- s-curve – filmic S-curve tone shaping for richer contrast in the mid-tones while protecting highlights and shadows.
- split-tone – tints highlights and shadows with separate colours (e.g. warm highlights, cool shadows).
- leak – light-leak: adds a coloured flare that falls off from one corner, applied in the main pixel pass.
- halation – bloom post-pass: bright highlights bleed a soft coloured glow into their surroundings (a second image pass, hence slower).
- CA – chromatic aberration post-pass: shifts the red and blue channels radially for lens-style colour fringing (a second image pass, hence slower).
| Filter | Original Python | saturnix-filter |
Speedup | Pipeline (extra stages) |
|---|---|---|---|---|
| S-Gold | 16.729 s | 0.241 s | ~69.4x | – |
| S-Vivid | 16.711 s | 0.354 s | ~47.2x | mix |
| S-Natural | 16.702 s | 0.240 s | ~69.6x | – |
| S-Saturnix | 32.083 s | 0.240 s | ~133.7x | – |
| S-MonoX | 31.841 s | 0.249 s | ~127.9x | mono |
| S-Portra | – | 0.240 s | – | – |
| S-Cross | – | 0.354 s | – | mix |
| S-Faded | – | 0.240 s | – | – |
| S-Bleach | – | 0.240 s | – | – |
| S-Sepia | – | 0.249 s | – | mono |
| S-Cyano | – | 0.249 s | – | mono |
| S-Noir | – | 0.249 s | – | mono |
| S-Teal | – | 0.240 s | – | – |
| S-Lomo | – | 0.240 s | – | – |
| S-Fuji | – | 0.354 s | – | mix |
| S-Selenium | – | 0.249 s | – | mono |
| S-Platinum | – | 0.249 s | – | mono |
| S-Infrared | – | 0.354 s | – | mix |
| S-SplitTone | – | 0.240 s | – | split-tone |
| S-Kodachrome | – | 0.355 s | – | mix, split-tone |
| S-Polaroid | – | 0.242 s | – | split-tone |
| S-Matrix | – | 0.354 s | – | mix, split-tone |
| S-Cine | – | 0.241 s | – | s-curve, split-tone |
| S-Leak | – | 0.320 s | – | leak |
| S-CA | – | 0.637 s | – | CA |
| S-Cinestill | – | 1.503 s | – | mix, halation |
| S-Halation | – | 1.388 s | – | halation |
| VHS | 18.452 s | 0.351 s | ~52.6x | dedicated VHS pipeline |
License
This project is licensed under the MIT License - see the LICENSE file for details.
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