Action Recognition on Jester (Gesture Recognition)

Metric: Val (higher is better)

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#	Model↕	Val▼	Extra Data	Paper	Date↕	Code
1	DirecFormer	98.15	No	DirecFormer: A Directed Attention in Transformer...	2022-03-19	Code
2	PAN ResNet101 (RGB only, no Flow)	97.4	No	PAN: Towards Fast Action Recognition via Learnin...	2020-08-08	Code
3	CPNet Res34, 5 CP	96.7	No	Learning Video Representations from Corresponden...	2019-05-20	Code
4	STM (Resnet-50, 16 frames)	96.7	No	STM: SpatioTemporal and Motion Encoding for Acti...	2019-08-07	-
5	MFNet	96.68	No	Motion Feature Network: Fixed Motion Filter for ...	2018-07-26	-
6	X3D MobileNet-V3 LGD-GC	95.56	Yes	LIGAR: Lightweight General-purpose Action Recogn...	2021-08-30	Code
7	MultiScale TRN	95.31	No	Temporal Relational Reasoning in Videos	2017-11-22	Code
8	DIN	95.31	No	DenseImage Network: Video Spatial-Temporal Evolu...	2018-05-19	-
9	convSTAR	92.7	No	Gating Revisited: Deep Multi-layer RNNs That Can...	2019-11-25	Code
10	3D-SqueezeNet	90.77	No	Resource Efficient 3D Convolutional Neural Netwo...	2019-04-04	Code
11	3D-ShuffleNetV2 0.25x	86.91	No	Resource Efficient 3D Convolutional Neural Netwo...	2019-04-04	Code
12	3D-MobileNetV2 0.2x	86.43	No	Resource Efficient 3D Convolutional Neural Netwo...	2019-04-04	Code

#1DirecFormerSOTA
98.15
Val· 2022-03-19
DirecFormer: A Directed Attention in Transformer Approach to Robust Action Recognition Code
#2PAN ResNet101 (RGB only, no Flow)SOTA
97.4
Val· 2020-08-08
PAN: Towards Fast Action Recognition via Learning Persistence of Appearance Code
#3CPNet Res34, 5 CPSOTA
96.7
Val· 2019-05-20
Learning Video Representations from Correspondence Proposals Code
#4STM (Resnet-50, 16 frames)
96.7
Val· 2019-08-07
STM: SpatioTemporal and Motion Encoding for Action Recognition
#5MFNetSOTA
96.68
Val· 2018-07-26
Motion Feature Network: Fixed Motion Filter for Action Recognition
#6X3D MobileNet-V3 LGD-GC
95.56
Val· Extra Data· 2021-08-30
LIGAR: Lightweight General-purpose Action Recognition Code
#7MultiScale TRNSOTA
95.31
Val· 2017-11-22
Temporal Relational Reasoning in Videos Code
#8DIN
95.31
Val· 2018-05-19
DenseImage Network: Video Spatial-Temporal Evolution Encoding and Understanding
#9convSTAR
92.7
Val· 2019-11-25
Gating Revisited: Deep Multi-layer RNNs That Can Be Trained Code
#103D-SqueezeNet
90.77
Val· 2019-04-04
Resource Efficient 3D Convolutional Neural Networks Code
#113D-ShuffleNetV2 0.25x
86.91
Val· 2019-04-04
Resource Efficient 3D Convolutional Neural Networks Code
#123D-MobileNetV2 0.2x
86.43
Val· 2019-04-04
Resource Efficient 3D Convolutional Neural Networks Code