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This report describes our solution for the VATEX Captioning Challenge 2020,which requires generating descriptions for the videos in both English andChinese languages. We identified three crucial factors that improve theperformance, namely: multi-view features, hybrid reward, and diverse ensemble.Based on our method of VATEX 2019 challenge, we achieved significantimprovements this year with more advanced model architectures, combination ofappearance and motion features, and careful hyper-parameters tuning. Our methodachieves very competitive results on both of the Chinese and English videocaptioning tracks.

Vatex Video Captioning Challenge 2020: Multi-View Features and Hybrid Reward Strategies for Video Captioning