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Papers Benchmarks Datasets Tasks

Independent Component Analysis research benchmarks · SOTA2 Research

Independent Component Analysis

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Bernoulli(p) Scaled K4 = 0.13

0.02Median Amari Error

8

Feb 26, 2026

Bernoulli(p) data Scaled K4 = 0.8

0.013Median Amari Error

8

Feb 26, 2026

Bernoulli(p) Scaled K4 = 2

1.1Median Amari Error

8

Feb 26, 2026

Bernoulli(p) data Scaled K4 = 5

0.011Median Amari Error

8

Feb 26, 2026

Bernoulli(p) Scaled K4 = 15

0.01Median Amari Error

8

Feb 26, 2026

Bernoulli(p) Scaled K4 = 95

0.011Median Amari Error

8

Feb 26, 2026

Bernoulli(p) Scaled K4 = 194

0.01Median Amari Error

8

Feb 26, 2026

Bernoulli(p) data Scaled K4 = 994

0.007Median Amari Error

8

Feb 26, 2026

Bernoulli(p) data Scaled K4 = 0

0.023Median Amari Error

7

Feb 26, 2026

Bach & Jordan ICA Benchmark 18 Synthetic source PDFs

9.6ICA Metric a

6

Jun 5, 2026

Synthetic Source Distributions 18

5.3Score A

6

Jun 5, 2026

Audio signals two recorded mixtures (test)

1.2Amari Distance

4

Jun 5, 2026

Synthetic sources (Lorenz, Mackey-Glass, linear chirp) - Nonlinear mixing

2.4SI-SDR (dB)

3

Mar 4, 2026

Synthetic sources (Lorenz, Mackey-Glass, linear chirp) - Time-varying mixing

23.1SI-SDRsc (dB)

3

Mar 4, 2026

Synthetic sources Lorenz, Mackey-Glass, linear chirp Static mixing

35.4SI-SDRsc (dB)

3

Mar 4, 2026

Popular datasets

Bernoulli(p)Synthetic sources Bernoulli(p) data Synthetic Source Distributions Bach & Jordan ICA Benchmark

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