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ACTION-Net: Multipath Excitation for Action Recognition

Action -Net: Multipath Excitation for Action RecognitionZhengwei Wang1Qi She2 Aljosa Smolic11V-SENSE, Trinity College Dublin, Ireland2 ByteDance AI Lab, channel-wise, and motion patterns arethree complementary and crucial types of information forvideo Action Recognition . Conventional 2D CNNs are com-putationally cheap but cannot catch temporal relationships;3D CNNs can achieve good performance but are computa-tionally intensive. In this work, we tackle this dilemma bydesigning a generic and effective module that can be em-bedded into 2D CNNs. To this end, we propose a spAtio-temporal,Channel and moTion Excitation ( Action )module consisting of three paths: Spatio-Temporal Excita-tion (STE) path, Channel Excitation (CE) path, and MotionExcitation (ME) path.

ACTION-Net: Multipath Excitation for Action Recognition Zhengwei Wang 1Qi She2 Aljosa Smolic 1V-SENSE, Trinity College Dublin, Ireland 2ByteDance AI Lab, China fzhengwei.wang,SMOLICAg@tcd.ie, sheqi1991@gmail.com Abstract Spatial-temporal, channel-wise, and motion patterns are

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