Density Estimation
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
2.48Bits/dim
134
May 19, 2026
2.94Bits Per Sub-Pixel
71
May 27, 2026
-3,408.16NLL (bits/dim)
69
May 27, 2026
2.35Bits per Sub-pixel
69
May 19, 2026
-3.178NLL
56
May 14, 2026
-0.549NLL
56
May 14, 2026
0.632NLL
56
May 14, 2026
1.515NLL
56
May 14, 2026
81.3Test LogL
44
Feb 26, 2026
2.49bpd
40
Feb 26, 2026
2.803NLL (bits/dim)
27
Feb 26, 2026
50.37Avg Test Log-Likelihood
26
Jun 30, 2026
-157.73NLL (nats)
25
Feb 26, 2026
12.06Avg Test Log-Likelihood
25
Feb 26, 2026
-58.71NLL
24
Feb 26, 2026
-170.2Log-likelihood
20
Feb 26, 2026
-27.22Avg Log-Likelihood (nats)
19
Feb 26, 2026
-0.9Avg Test Log-Likelihood
18
Feb 26, 2026
-9.67Average Test Log-Likelihood
18
Feb 26, 2026
-8.76Avg Test Log-Likelihood
18
Feb 26, 2026
-12.445NLL
16
Jun 23, 2026
52.38NLL
16
Apr 14, 2026
9.97NLL
16
Apr 14, 2026
16.88Negative Log-Likelihood (NLL)
16
Apr 14, 2026
1.15NLL
16
Apr 14, 2026