Tensor Decomposition research benchmarks

Benchmarks

Dataset NameSOTA methodMetricTrendResultsLast Updated

Hyperspectral image tensor

HOOI

1.873Avg Iteration Time (s)

Feb 26, 2026

COIL-100

HOOI

2.455Average Iteration Time (s)

Feb 26, 2026

Synthetic Data (Tucker)

SVDinsTN

10.7Completeness Ratio (CR)

Mar 4, 2026

Synthetic Data Mixture of Decompositions

89.6Completeness Ratio (CR)

Mar 4, 2026

Synthetic Data FCTN

SVDinsTN

8.9Compression Ratio (CR)

Mar 4, 2026

Sugar (Noisy)

ARD-Tucker

0.079RRSE

Jun 5, 2026

Sugar (Original)

BTD-L

0.035RRSE

Jun 5, 2026

Electronic Noisy

HOOI

0.066RRSE

Jun 5, 2026

Electronic (Original)

HOOI

0.033RRSE

Jun 5, 2026

Flow Noisy

BTD-T

0.081RRSE

Jun 5, 2026

Flow (Original)

HOOI

0.032RRSE

Jun 5, 2026

Amino Noisy

BTD-T

9.5RRSE

Jun 5, 2026

Amino (Original)

BTD-L

0.022RRSE

Jun 5, 2026

Enzymatic Noisy

HOOI

21.74RRSE

Jun 5, 2026

Enzymatic (Original)

HOOI

16.77RRSE

Jun 5, 2026