ADAPTIVE MIXED-RESOLUTION PROCESSING

ADAPTIVE MIXED-RESOLUTION PROCESSING

Systems and techniques are described for adaptive mixed-resolution processing. According to some aspects, a device can divide an input image into first tokens having a first resolution and second tokens having a second resolution. The device can generate first token representations for token(s) from...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: BLANKEVOORT, Tijmen Pieter Frederik, ROYER, Amelie Marie Estelle, DRACHMANN HAVTORN, Jakob, EHTESHAMI BEJNORDI, Babak
Format: Patent
Sprache:eng
Schlagworte:
CALCULATING
COMPUTING
COUNTING
IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
PHYSICS
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Beschreibung
Zusammenfassung:Systems and techniques are described for adaptive mixed-resolution processing. According to some aspects, a device can divide an input image into first tokens having a first resolution and second tokens having a second resolution. The device can generate first token representations for token(s) from the first tokens corresponding to a first region of the input image and generate second token representations for token(s) from the second tokens corresponding to the first region of the input image. The device can process, using a neural network model, the first token representations and the second token representations to determine the first resolution or the second resolution as a scale for the first region of the input image. The device can process, using a transformer neural network model, the first region of the input image according to the scale for the first region.