Attention-Based Sentiment Region Importance and Relationship Analysis for Image Sentiment Recognition

Table 2

The result of binary sentiment recognition on abstract dataset.

Model	Positive			Negative			Accuracy (%)
	Precision (%)	Recall (%)	F1 (%)	Precision (%)	Recall (%)	F1 (%)
VGGNet16	70.83	66.82	68.77	71.58	71.92	71.75	70.26
ResNet50	75.86	69.62	72.61	72.21	70.14	71.16	71.88
ResNet101	75.01	70.27	72.56	73.02	72.24	72.63	72.60
Ours + important attention	74.83	70.82	72.77	80.58	80.92	80.75	78.40
Ours + relation attention	75.21	74.55	74.88	80.14	81.31	80.72	79.01
Ours + all	80.52	79.49	80.00	81.18	82.14	81.66	80.86