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Upsampling information


In digital signal processing, upsampling, expansion, and interpolation are terms associated with the process of resampling in a multi-rate digital signal processing system. Upsampling can be synonymous with expansion, or it can describe an entire process of expansion and filtering (interpolation).[1][2][3] When upsampling is performed on a sequence of samples of a signal or other continuous function, it produces an approximation of the sequence that would have been obtained by sampling the signal at a higher rate (or density, as in the case of a photograph). For example, if compact disc audio at 44,100 samples/second is upsampled by a factor of 5/4, the resulting sample-rate is 55,125.

Fig 1: Depiction of one dot product, resulting in one output sample (in green), for the case L=4, n=9, j=3. Three conceptual "inserted zeros" are depicted between each pair of input samples. Omitting them from the calculation is what distinguishes a multirate filter from a monorate filter.
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Upsampling

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system. Upsampling can be synonymous with expansion, or it can describe an entire process of expansion and filtering (interpolation). When upsampling is performed...

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Intel Arc

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an Intel Arc Tile GPU. Intel XeSS is a real-time deep learning image upsampling technology developed primarily for use in video games as a competitor...

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Deep learning super sampling

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custom input and output resolutions. The linear scale factor used for upsampling the input resolution to the output resolution. For example, a scene rendered...

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Frequency

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Signaling (telecommunications) Spread spectrum Spectral component Transverter Upsampling Orders of magnitude (frequency) The term spatial period, sometimes used...

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Resampling

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(bitmap), scaling of bitmap images Sample-rate conversion Downsampling Upsampling Oversampling Sampling (information theory) Signal (information theory)...

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Image scaling

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downsampled to 40x40px  4× Fourier upsampling of 40x40px downsampled image to 160x160px (correct reconstruction) 4× Fourier upsampling of 40x40px downsampled image...

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Red Dead Redemption

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the PlayStation version over Xbox due to anti-aliasing, shadows, and upsampling enhancements, though noted improvements were otherwise sparse and criticized...

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Oversampling

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samples, thereby converting the data to a higher sample rate, a form of upsampling. When the resulting higher-rate samples are converted to analog, a less...

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Interpolation

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signal (such as a sampled audio signal) to that of a higher sampling rate (Upsampling) using various digital filtering techniques (for example, convolution...

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Gamma correction

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and 3D rendering are also affected by this issue. Paradoxically, when upsampling (scaling up) an image, the result processed in a "wrong" (non-physical)...

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Adobe Photoshop

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Major features in this version include new Smart Sharpen, Intelligent Upsampling, and Camera Shake Reduction for reducing blur caused by camera shake....

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Outline of electrical engineering

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theorem Oversampling Sample and hold Sampling frequency Undersampling Upsampling Audio signal processing Audio noise reduction Speech processing Equalization...

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GPUOpen

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custom input and output resolutions. The linear scale factor used for upsampling the input resolution to the output resolution. For example, a scene rendered...

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CorelDRAW

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sign-ons are supported. Features include new AI-assisted PowerTRACE, bitmap upsampling, and bitmap artifact compression removal; new Stylized effects such as...

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Cornelius Lanczos

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Lanczos resampling is based on a windowed sinc function as a practical upsampling filter approximating the ideal sinc function. Lanczos resampling is widely...

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Filter bank

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recombining the outputs of multiple receivers) is basically a matter of upsampling each one at a rate commensurate with the total bandwidth to be created...

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Returnal

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Returnal's native resolution is around 1080p. The developers used temporal upsampling to get to 1440p and then checkerboard rendering to get to 4K. Returnal...

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Moving least squares

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create a 3D surface from a point cloud through either downsampling or upsampling. In numerical analysis to handle contributions of geometry where it is...

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Master Quality Authenticated

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noise shaping, and resampling options in the MQA "rendering" step. MQA's upsampling filter impulse responses were published by July 2017. A critical review...

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Chroma subsampling

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like: Munsil, Don; Stacey Spears (2003). "DVD Player Benchmark – Chroma Upsampling Error". Secrets of Home Theater and High Fidelity. Archived from the original...

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Temporal resolution

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waveform with much higher temporal resolution than the sample period by upsampling each record before averaging. In this case the temporal uncertainty may...

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