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

Table 3

The result of binary sentiment recognition on the FI dataset.

Model	Positive			Negative			Accuracy (%)
	Precision (%)	Recall (%)	F1 (%)	Precision (%)	Recall (%)	F1 (%)
VGGNet16	87.11	79.69	83.23	79.41	86.34	82.73	82.98
ResNet50	88.32	81.43	84.74	83.61	90.25	86.80	85.77
ResNet101	89.48	80.79	84.91	84.04	90.46	87.13	86.02
Ours + important attention	95.27	86.07	90.44	86.22	95.38	90.57	90.50
Ours + relation attention	95.11	87.16	90.96	85.32	95.82	90.27	90.61
Ours + all	96.51	87.47	91.77	86.66	96.26	91.21	91.52