Action Recognition In Videos on Jester (Gesture Recognition)

Metric: Val (higher is better)

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#	Model↕	Val▼	Extra Data	Paper	Date↕	Code
1	CPNet Res34, 5 CP	96.7	No	Learning Video Representations from Corresponden...	2019-05-20	Code
2	STM (Resnet-50, 16 frames)	96.7	No	STM: SpatioTemporal and Motion Encoding for Acti...	2019-08-07	-
3	MFNet	96.68	No	Motion Feature Network: Fixed Motion Filter for ...	2018-07-26	-
4	MultiScale TRN	95.31	No	Temporal Relational Reasoning in Videos	2017-11-22	Code
5	DIN	95.31	No	DenseImage Network: Video Spatial-Temporal Evolu...	2018-05-19	-
6	convSTAR	92.7	No	Gating Revisited: Deep Multi-layer RNNs That Can...	2019-11-25	Code
7	3D-SqueezeNet	90.77	No	Resource Efficient 3D Convolutional Neural Netwo...	2019-04-04	Code
8	3D-ShuffleNetV2 0.25x	86.91	No	Resource Efficient 3D Convolutional Neural Netwo...	2019-04-04	Code
9	3D-MobileNetV2 0.2x	86.43	No	Resource Efficient 3D Convolutional Neural Netwo...	2019-04-04	Code

#1CPNet Res34, 5 CPSOTA
96.7
Val· 2019-05-20
Learning Video Representations from Correspondence Proposals Code
#2STM (Resnet-50, 16 frames)
96.7
Val· 2019-08-07
STM: SpatioTemporal and Motion Encoding for Action Recognition
#3MFNetSOTA
96.68
Val· 2018-07-26
Motion Feature Network: Fixed Motion Filter for Action Recognition
#4MultiScale TRNSOTA
95.31
Val· 2017-11-22
Temporal Relational Reasoning in Videos Code
#5DIN
95.31
Val· 2018-05-19
DenseImage Network: Video Spatial-Temporal Evolution Encoding and Understanding
#6convSTAR
92.7
Val· 2019-11-25
Gating Revisited: Deep Multi-layer RNNs That Can Be Trained Code
#73D-SqueezeNet
90.77
Val· 2019-04-04
Resource Efficient 3D Convolutional Neural Networks Code
#83D-ShuffleNetV2 0.25x
86.91
Val· 2019-04-04
Resource Efficient 3D Convolutional Neural Networks Code
#93D-MobileNetV2 0.2x
86.43
Val· 2019-04-04
Resource Efficient 3D Convolutional Neural Networks Code