Fig 1.
The general flowchart about behavior recognition.
Fig 2.
The flowchart about our target detection process.
Fig 3.
The feature extraction process.
Fig 4.
The ROI extraction process.
Fig 5.
The bounding-box regression and category prediction process.
Fig 6.
The image transformation process.
Fig 7.
The process of fragment and stochastic sample about video.
Fig 8.
The left side is inflated-3-dimensional network, and the right side is the inception structure.
Fig 9.
The influence of different values of α on UCF-101 about accuracy.
Fig 10.
The influence of different values of α on HMDB-51 about accuracy.
Table 1.
The effect of different α and different partitions on hmdb-51 about accuracy.
Table 2.
The effect of different α and different partitions on ucf-101 about accuracy.
Table 3.
The effect of different combinations of α and γ on hmdb-51 about accuracy.
Table 4.
The effect of different combinations of α and γ on ucf-101 about accuracy.
Table 5.
The effect of different combinations of input on hmdb-51 about accuracy.
Table 6.
The effect of different combinations of input ucf-101 about accuracy.
Fig 11.
The confusion matrix of the first sectionalization in UCF-101 under the input warped & original image.
Fig 12.
The confusion matrix of the first sectionalization in UCF-101 under the input cropped & original image.
Fig 13.
The confusion matrix of the first sectionalization in UCF-101 under the input cropped image.
Fig 14.
The confusion matrix of the first sectionalization in HMDB-51 under the input warped & original image.
Fig 15.
The confusion matrix of the first sectionalization in HMDB-51 under the input cropped & original image.
Fig 16.
The confusion matrix of the first sectionalization in HMDB-51 under the input cropped image.
Fig 17.
Some typical class accuracy display under different inputs on HMDB-51.
Fig 18.
Some typical class accuracy display under different inputs on UCF-101.
Table 7.
Accuracy comparison of different methods in UCF-101 and HMDB-51.
Table 8.
Accuracy comparison of different methods in kinetics.