Table 7 Comparison of model runtime.

From: Exploring oceanic depths: unveiling hidden treasures with IoT and ensembled deep hybrid learning model

Model

Runtime (seconds)

CNN

45.6

ResNet

52.4

DenseNet

56.3

VGG

48.7

AutoEncoder-LSTM

53.2

Hybrid ResNet-LightGBM

57.8

Inception-XGBoost

54.9

EfficientNet-gradient boosting

50.2

Capsule network

51.1

Proposed EDHL (Inception-GB)

49.5