Table 11 UCF11 Dataset Result Comparison.

From: Innovative temporal summarization for complex video classification

Method

Year

Accuracy

Multi-task hierarchical clustering55

2017

89.7

BT-LSTM56

2018

85.3

Deep autoencoder57

2019

96.2

Two stream attention LSTM58

2020

96.9

Weighted entropy variances based feature selection59

2021

94.5

Dilated CNN+BiLSTM+RB60

2021

89.0

DS-GRU61

2021

97.1

Local-global features+QSVM62

2021

82.6

Squeezed CNN63

2022

87.4

Fusion-based discriminative features64

2022

97.8

BS-2SCN65

2022

90.1

3D-CNN66

2022

85.1

DA-R3DCNN67

2023

98.6

Our’s

2025

98.89