Before revision:  Our method achieves state-of-the-art performance on HACS Segments and THUMOS14 and competitive performance on  ActivityNet-1.3.
After revision:  Our method achieves state-of-the-art performance on HACS Segments and THUMOS14 and competitive performance on THUMOS14, and 34.55\% average mAP on ActivityNet-1.3.