Table 12.

Performance of lightweight LSTM model on Surveillance Fight dataset.

LR	Category	Precision	Recall	F1-Score	Accuracy (%)
0.000001	Violent Activity	0.56338	0.833333	0.672269	0.589474
	Normal Activity	0.666667	0.340426	0.450704
0.00001	Violent Activity	0.621212	0.854167	0.719298	0.663158
	Normal Activity	0.758621	0.468085	0.578947
0.0001	Violent Activity	0.8	0.833333	0.816327	0.810526
	Normal Activity	0.822222	0.787234	0.804348
0.001	Violent Activity	0.527473	1	0.690647	0.547368
	Normal Activity	1	0.085106	0.156863