superresolution
Beyond pixel limits
Superresolution refers to techniques that enhance image or signal detail beyond the limits of the original capture device.
In imaging, superresolution algorithms combine multiple low-resolution frames or use computational methods to reconstruct finer detail than any single exposure contains: The satellite imagery uses superresolution to sharpen blurry terrain.
The term appears frequently in machine learning contexts, where neural networks generate plausible high-resolution versions of low-resolution inputs.
Technique using powerful lenses
- upscalingIncreasing resolution or size
- enhancementIncrease in quality
- reconstructionRebuilding after destruction
- sharpeningMaking more cutting
interpolation · denoising · deblurring · restoration · refinement · magnification · anti-aliasing · post-processing
Phone identity module
- fluorescenceLight emitted after absorption
- confocalSharing a common focus
- localizationAdapting for specific markets
Competing neural network pair
- convolutionalUsing sliding kernel operations
- inferenceConclusion reached through reasoning
- upsamplingIncreasing data resolution
- adversarialCharacterized by conflict
Spanning several wavelength ranges
- hyperspectralImaging beyond visible spectrum
- geospatialRelating to earth-position data
- terrainLand's physical features
- downscalingDecreasing in magnitude
microscopy
Technique using powerful lenses
- upscalingIncreasing resolution or size
- enhancementIncrease in quality
- reconstructionRebuilding after destruction
sharpening · interpolation · denoising · deblurring · restoration · refinement · magnification · anti-aliasing · post-processing · resampling
SIM
Phone identity module
- fluorescenceLight emitted after absorption
- confocalSharing a common focus
- localizationAdapting for specific markets
GAN
Competing neural network pair
- convolutionalUsing sliding kernel operations
- inferenceConclusion reached through reasoning
- upsamplingIncreasing data resolution
adversarial · real-time · end-to-end · transformer · benchmark
multispectral
Spanning several wavelength ranges
- hyperspectralImaging beyond visible spectrum
- geospatialRelating to earth-position data
- terrainLand's physical features
superresolutionlow resolution
Coarse image quality
degradation · downsampling · pixelation · blur · blurring
superresolutiondownscaling
Decreasing in magnitude
downsampling · subsampling · decimation · reduction · compression
super, resolution, resolve, resolute, resolutely, irresolution, irresolute, resolved, resolving