Model
UCF-101
HMDB-51
IDT(2013)
85.9%
57.2%
Two-stream model（2014）
88.0%
59.4%
LRCN(2015)
82.9%
C3D（2015）
85.2%
Two-stream conv(2016)
92.5%
65.4%
TSN(2016)
94.0%
68.5%
I3D(2017)
98.0%
80.7%
VideoLSTM(2016)
88.9%
56.4%
R(2+1)D(2018)96.8%74.5%S3D-G(2018)96.8%75.9%D3D(2019)97.6%80.5%TSM(2019)94.5%70.7%STM(2019)96.2%72.2%
行为识别benchmark算法准确率，不定期更新...
注：这是一个关于UCF-01、HMDB-51数据集的识别算法准确率，关于 something-something、jester数据集的算法没有列出