Table 12 Detection speed by each method (seconds per instance).

From: Development of an automated transformer-based text analysis framework for monitoring fire door defects in buildings

Method

Mean

Std

Min

25%

50%

75%

Max

Proposed method

0.0221

0.0006

0.0215

0.0218

0.0221

0.0225

0.0228

ANN

0.0274

0.0022

0.0259

0.0264

0.0274

0.0286

0.0294

SVM

0.0259

0.0009

0.0242

0.0254

0.0259

0.0263

0.0266

DT

0.0292

0.0021

0.0269

0.0282

0.0292

0.0303

0.0303

RF

0.0314

0.0014

0.0301

0.0307

0.0314

0.0321

0.0328

LR

0.0269

0.0015

0.0258

0.0262

0.0269

0.0277

0.0283

1D CNN

0.0293

0.0011

0.0279

0.0288

0.0293

0.0299

0.0308

LSTM

0.0281

0.002

0.0265

0.0271

0.0281

0.0291

0.0292

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