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Variable Rate Neural Compression for Sparse Detector Data

physics.ins-det · 2024-11-18 · conditional · novelty 6.0

BCAE-VS compresses sparse detector data by selecting key signal voxels with a sparse-convolution encoder, achieving lower error and higher compression than prior BCAE autoencoders at much smaller model size.

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  • Variable Rate Neural Compression for Sparse Detector Data physics.ins-det · 2024-11-18 · conditional · none · ref 2

    BCAE-VS compresses sparse detector data by selecting key signal voxels with a sparse-convolution encoder, achieving lower error and higher compression than prior BCAE autoencoders at much smaller model size.