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Density Field Reconstruction on F2 matched-operator benchmark (512-sample)

0.0037Density MSENeTMY
-0.0365920.2353790.507350.779321May 13, 2026

Evaluation results

MethodLinks
NeTMYTrain time (s)=780, Notes=per-instance, no labels2026.050.00370.21
GaussianSplatTrain time (s)=402, Notes=explicit Gaussians2026.050.00671.09
TikhonovTrain time (s)=1.5, Notes=free-density + ℓ2/TV2026.050.01170.81
ADMMTrain time (s)=1.1, Notes=free-density + ADMM2026.050.255522.94
DeepDecoderTrain time (s)=259, Notes=untrained CNN prior2026.050.255824.25
HybridNeTMYTrain time (s)=399, Notes=supervised, dense-trained2026.051.0110.23