PARALLAX
Advanced Deconvolution & Nebula Deblur
Reduce optical blur while keeping the correction under control.
Conventional deconvolution can amplify noise and ringing when the point-spread function or iteration count is wrong. SyQon Parallax uses a gated, coordinate-aware residual model to estimate a bounded correction from the input image. Spatial coordinates help the model respond to aberrations that vary from the centre to the corners, while the residual formulation keeps the original image as the reference.
A bounded residual correction.
Coordinate-aware residual model
Parallax predicts a correction map rather than replacing the input with a newly generated image. Multi-scale features describe broad and local blur while coordinate channels provide the model with sensor position. The final correction remains bounded by the selected profile and strength.
High Bit-Depth Topology
16-bit and 32-bit floating-point astronomical formats remain in the scientific processing path.
Zero Checkerboard Artifacts
Bilinear upsampling followed by convolution avoids transposed-convolution checkerboard patterns.
Stellar & Nebular Optimization
By minimizing the second-order gradient moments:Lanisotropy = |Mxx - Myy| + 2·|Mxy|the training objective penalises anisotropic stellar profiles while edge and gradient terms constrain the correction around extended structures.
Spatially-Variant Coordinate Mapping
Concatenates normalized coordinate channels (x, y coords ∈ [-1.0, 1.0]) directly to the input tensor. This enables the network to implicitly map aberrations that increase radially toward sensor corners.
Seeing-Calibrated Dataset Regression
Instead of generating an image from scratch, the model estimates an additive residual under an explicit correction bound. The input remains the reference throughout inference.
Compare the same field before and after.
Select a target and drag the divider. Inspect stellar shape, ringing, background behaviour and small structures rather than judging the correction only at fit-to-screen scale.
Nebula Target 01 correction: Extracts fine gas details and dust structures from dark nebulosities while suppressing background noise without generating artifacts.
Choose a Parallax licence.
One Parallax license unlocks restoration, correction and deblur in SyQon Studio, the CLI and every supported integration across macOS, Windows and Linux. Existing platform licenses are upgraded automatically.
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