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ConceptNeural Implicit Representations

Neural Implicit Representation

A representation method that fits a continuous geometric function, such as an SDF, using neural networks such as multilayer perceptrons, storing only network weights rather than massive discrete samples, thereby expressing large-scale three-dimensional scenes with minimal memory.

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Oct 21

Neural implicit representations use networks such as multi-layer perceptrons to fit the SDF and need only store network weights rather than massive discrete samples, thus expressing million-point-scale scenes with extremely small memory footprint.

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