Lossless Exposure & Contrast Adjustment in JPEG10
Lossless Tonal Adjustments in JPEG's DCT Domain: Exposure Compensation and Multi-Band Contrast
Most JPEG workflows treat exposure (brightness) and contrast as inherently "lossy": decode pixels, apply curves, then re-encode. That approach works, but it always introduces an additional step of quantization error.
In this github fork of the IJG JPEG-10 code, I added two options to jpegtran that operate directly on quantized DCT coefficients:
-exposure-comp EV-contrast DC LOW MID HIGH
Both are applied during transcoding, so they combine naturally with existing jpegtran operations such as rotation, flipping, cropping, marker copying, and progressive conversion.
https://github.com/jurgen178/jpeg10
Download Windows x64 binary: jpegtran.zip
Quick Usage
jpegtran [standard options] [-exposure-comp EV] [-contrast DC LOW MID HIGH] input.jpg output.jpg
Examples:
# Brighten by 1 stop
jpegtran -copy all -exposure-comp 1 input.jpg output.jpg
# Darken by 0.5 stops
jpegtran -copy all -exposure-comp -0.5 input.jpg output.jpg
# Contrast (uniform: DC=LOW=MID=HIGH)
jpegtran -copy all -contrast -1 -1 -1 -1 input.jpg out-contrast-u-1.jpg
jpegtran -copy all -contrast -0.5 -0.5 -0.5 -0.5 input.jpg out-contrast-u-0.5.jpg
jpegtran -copy all -contrast 0.5 0.5 0.5 0.5 input.jpg out-contrast-u+0.5.jpg
jpegtran -copy all -contrast 1 1 1 1 input.jpg out-contrast-u+1.jpg
# Contrast (band-specific examples)
jpegtran -copy all -contrast 0 0 0.6 0 input.jpg out-contrast-mid+0.6.jpg
jpegtran -copy all -contrast 0 0 0 0.4 input.jpg out-contrast-high+0.4.jpg
jpegtran -copy all -contrast 0 0.4 0 0 input.jpg out-contrast-low+0.4.jpg
# Combine: rotate 90°, brighten 0.5 EV, and add uniform contrast +0.5
jpegtran -copy all -rot 90 -exposure-comp 0.5 -contrast 0.5 0.5 0.5 0.5 input.jpg output.jpg
Both switches accept fractional values. Practical ranges:
| Option | Â Â Â Practical range | Â Â Â Â Neutral |
|---|---|---|
-exposure-comp EV |
-3 ⌠+3 | 0 |
-contrast DC LOW MID HIGH |
-2 ⌠+2 | 0 |
Integrated into cPicture with live preview:
Background: DCT Coefficient Basics
A JPEG image is encoded as a grid of DCT blocks (with 8Ă8 Elements in size). Each block has one DC coefficient and 63 AC coefficients. But each MCU might have more than one block depending on the color subsampling.
-
DC[0] represents the (level-shifted) average sample value of the block. The relationship to pixel mean is:
$$\mu = \frac{DC_\text{unquant}}{N} + \text{center}$$
where $N$ is the DCT block size of 8 and $\text{center} = 2^{\text{precision}-1}$ (e.g. 128 for 8âbit).
-
AC[1..N²â1] represent spatial frequency components (texture, edges, contrast).
Both DC and AC are stored quantized: the actual stored integer is $\text{round}(\text{value} / Q_k)$, where $Q_k$ is the quantization step for coefficient $k$.
-exposure-comp EV â Exposure Compensation
Exposure compensation from -2EV to +2EV:
Concept
A photographic EV step corresponds to doubling (or halving) the amount of light. Applied in linear light:
$$\text{gain} = 2^{EV}$$
Because JPEG samples are gamma-coded (sRGB), pixel values cannot be multiplied directly. Instead:
- Estimate a representative level from the DC blocks.
- Compute the equivalent additive pixel-domain offset by applying the gain in linear light at that reference level.
- Translate the offset into a quantized DC delta.
- Add the delta to every DC coefficient.
Only DC is modified. AC coefficients are not modified, so local contrast and texture are preserved.
Reference Level â Log-Average
A geometric mean (log-average) of all block mean levels is used as the exposure reference:
$$\bar{L} = \exp\!\left(\frac{1}{B}\sum_{i=1}^{B} \ln(L_i + 1)\right) - 1$$
where $L_i$ is the intensity mean of block $i$ (clamped to $[0, \text{MAX}]$) and $B$ is the total number of blocks.
sRGB Linearisation
The gain is applied in linear light:
$$u_\text{ref} = \frac{\bar{L}}{\text{MAX}}$$
$$u_\text{ref,lin} = f_\text{lin}(u_\text{ref})$$
$$u_\text{new,lin} = \min(u_\text{ref,lin} \cdot \text{gain},\; 1.0)$$
$$u_\text{new} = f_\text{sRGB}(u_\text{new,lin})$$
The sRGB transfer functions used:
$$f_\text{lin}(u) = \begin{cases} u / 12.92 & u \le 0.04045 \\ \left(\dfrac{u + 0.055}{1.055}\right)^{2.4} & u > 0.04045 \end{cases}$$
$$f_\text{sRGB}(u) = \begin{cases} 12.92\,u & u \le 0.0031308 \\ 1.055\,u^{1/2.4} - 0.055 & u > 0.0031308 \end{cases}$$
Pixel-Domain Offset â Quantized DC Delta
$$\Delta_\text{samples} = (u_\text{new} - u_\text{ref}) \cdot \text{MAX}$$
Clamped to available headroom/shadow room to limit clipping, then converted to a quantized DC delta:
$$\Delta_{DC} = \text{round}\!\left(\frac{\Delta_\text{samples} \cdot N}{Q_0}\right)$$
where $N$ is the DCT block size and $Q_0$ is the DC quantization step.
Component Policy
| Color space | Components adjusted |
|---|---|
| YCbCr, BG_YCC, YCCK | Luma only (component 0) |
| RGB/BG_RGB + subtract-green transform | Green/base only (component 1) |
| CMYK, all others | All components |
For CMYK and YCCK the delta is computed in an inverted intensity domain ($I = \text{MAX} - \text{sample}$) so that +EV brightens and âEV darkens.
-contrast DC LOW MID HIGH â Contrast Adjustment
Contrast from -1CV to +1CV:
Concept
This option provides four separate controls (all in stops):
DCcontrols the DC coefficient (block mean)LOW,MID,HIGHcontrol the AC coefficients in frequency order
All controls are interpreted as log2 gains (stops). For a value $x$, the gain is:
$$g(x) = 2^{x}$$
So +1 doubles, -1 halves.
DC
DC is scaled by:
$$g_\mathrm{DC} = 2^{DC}$$
and applied as:
$$DC' = \mathrm{clamp}(\mathrm{round}(g_\mathrm{DC} \cdot DC))$$
AC (low/mid/high weighting)
AC coefficients are processed in zigzag order (the JPEG natural order). Let $z$ be the AC position with $z = 1 \ldots A$, where $A$ is the number of AC coefficients.
Define a normalized position:
$$t = \begin{cases} \dfrac{z-1}{A-1} & A > 1 \\ 0 & A = 1 \end{cases}$$
Triangular weights:
- low weight fades out from low frequencies
$$w_\mathrm{low} = \max(0, 1 - 2t)$$
- mid weight peaks in the middle
$$w_\mathrm{mid} = 1 - |2t - 1|$$
- high weight fades in toward high frequencies
$$w_\mathrm{high} = \max(0, 2t - 1)$$
Per-coefficient exponent and gain:
$$v(z) = LOW\cdot w_\mathrm{low} + MID\cdot w_\mathrm{mid} + HIGH\cdot w_\mathrm{high}$$
$$g(z) = 2^{v(z)}$$
Applied to each AC coefficient:
$$AC'[z] = \mathrm{clamp}(\mathrm{round}(g(z)\cdot AC[z]))$$
If DC = LOW = MID = HIGH = X, then all coefficients are scaled by the same gain $2^X$ (uniform contrast adjustment).
Component Policy
Same as -exposure-comp:
- YCbCr/BG_YCC/YCCK: luma only
- RGB subtract-green: base/green only
- otherwise: all components
Ordering and Composition
Both -exposure-comp and -contrast are applied as a post step after any geometric transform (-rot, -flip, -crop, âŚ). The tonal operations work on the final output coefficient arrays, so the order of switches on the command line does not matter.
Implementation notes
- Core implementation:
transupp.c:do_exposure_comp()anddo_contrast()transupp.h: adds new fields tojpeg_transform_info
- CLI parsing:
jpegtran.c
- Feature flags and parameters are stored in
jpeg_transform_infointransupp.h
Summary
-exposure-comp EVshifts brightness by changing only DC coefficients, with EV evaluated in linear light (sRGB transfer) at a log-average reference.-contrast DC LOW MID HIGHscales DC and AC coefficients, with AC gains varying smoothly over frequency order using low/mid/high controls.- Both run in the DCT domain and integrate naturally into the lossless-transformation workflow of
jpegtran.