Introduction

We implemented video classification model and action localization model in this repo.

Model list

Field	Model	Config	Dataset	Metrics	ACC%	Download
action recgonition	ppTSM	pptsm_k400.yaml	Kinetics-400	Top-1	73.5	ppTSM.pdparams
action recgonition	SlowFast	slowfast_multigrid.yaml	Kinetics-400	Top-1	75.84	SlowFast.pdparams
action recgonition	TSM	tsm.yaml	Kinetics-400	Top-1	70.86	TSM.pdparams
action recgonition	TSN	tsn.yaml	Kinetics-400	Top-1	67.0	TODO
action recgonition	Attention LSTM	attention_lstm.yaml	Youtube-8M	Hit@1	89.0	AttentionLstm.pdparams
action detection	BMN	bmn.yaml	ActivityNet	AUC	67.0	BMN.pdparams

Attention Clusters: Purely Attention Based Local Feature Integration for Video Classification, Xiang Long, Chuang Gan, Gerard de Melo, Jiajun Wu, Xiao Liu, Shilei Wen
BMN: Boundary-Matching Network for Temporal Action Proposal Generation, Tianwei Lin, Xiao Liu, Xin Li, Errui Ding, Shilei Wen.
SlowFast Networks for Video Recognition, Feichtenhofer C, Fan H, Malik J, et al.
Temporal Segment Networks: Towards Good Practices for Deep Action Recognition, Limin Wang, Yuanjun Xiong, Zhe Wang, Yu Qiao, Dahua Lin, Xiaoou Tang, Luc Van Gool
Temporal Shift Module for Efficient Video Understanding, Ji Lin, Chuang Gan, Song Han