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Table 5 Features fusion and reduction percentage

From: A multilevel features selection framework for skin lesion classification

Vector fusionInput dimensionOutput dimensionPercentage reduction (%)
\({PH}^{2}\)
FV0–FV1160 × 2000160 × 5097.50
FV0–FV2160 × 2000160 × 5397.35
FV1–FV2160 × 2000160 × 5597.25
FV0–FV1–FV2160 × 3000160 × 4598.50*
ISIC-MSK
FV0–FV1180 × 2000180 × 9995.05
FV0–FV2180 × 2000180 × 12593.75
FV1–FV2180 × 2000180 × 16791.65
FV0–FV1–FV2180 × 3000180 × 9596.83
ISIC-UDA
FV0–FV1446 × 2000446 × 22788.65
FV0–FV2446 × 2000446 × 19790.15
FV1–FV2446 × 2000446 × 16191.95
FV0–FV1–FV2446 × 3000446 × 10496.53
ISBI-2017
FV0–FV12200 × 20002200 × 10795.13
FV0–FV22200 × 20002200 × 6597.05
FV1–FV22200 × 20002200 × 5397.59
FV0–FV1–FV22200 × 30002200 × 4998.37
  1. * Shows the highest value among all datasets