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Compression on Velocity field dataset 1,000 samples

32.47PSNR (dB)SIREN auto-decoder
27.821229.028130.23531.4419Mar 15, 2026

Evaluation results

MethodLinks
SIREN auto-decoderRepresentation=256-dim latent, Storage per Sample=256 floats2026.0332.47
COINRepresentation=Separate MLP, Storage per Sample=50K params2026.0330
InversionNetRepresentation=CNN features, Storage per Sample=1,024 features2026.0329
JPEG2000Representation=Wavelet-based, Storage per Sample=500 bytes2026.0328