TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Action Classification	Kinetics-400	R(2+1)D	Top 1 Accuracy	72	# 32
Action Classification	Kinetics-400	R(2+1)D	Top 5 Accuracy	90	# 13
Action Recognition	Sports-1M	R(2+1)D-Two-Stream-32frame	Video hit@1	73.3	# 3
Action Recognition	Sports-1M	R(2+1)D-Two-Stream-32frame	Video hit@5	91.9	# 3
Action Recognition	Sports-1M	R(2+1)D-RGB-32frame	Clip Hit@1	57	# 1
Action Recognition	Sports-1M	R(2+1)D-RGB-32frame	Video hit@1	73	# 4
Action Recognition	Sports-1M	R(2+1)D-RGB-32frame	Video hit@5	91.5	# 4

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A Closer Look at Spatiotemporal Convolutions for Action Recognition

CVPR 2018 • Du Tran • Heng Wang • Lorenzo Torresani • Jamie Ray • Yann Lecun • Manohar Paluri

In this paper we discuss several forms of spatiotemporal convolutions for video analysis and study their effects on action recognition. Our motivation stems from the observation that 2D CNNs applied to individual frames of the video have remained solid performers in action recognition... (read more)

PDF Abstract CVPR 2018 PDF CVPR 2018 Abstract

Code

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open-mmlab/mmaction2

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juenkhaw/action_recognition_project1

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ACTION CLASSIFICATION

ACTION RECOGNITION

TEMPORAL ACTION LOCALIZATION

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Sports-1M

Results from the Paper

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Ranked #3 on Action Recognition on Sports-1M

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TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	BENCHMARK
Action Recognition	Sports-1M	R(2+1)D-Two-Stream-32frame	Video hit@1	73.3	# 3	Compare
Action Recognition	Sports-1M	R(2+1)D-Two-Stream-32frame	Video hit@5	91.9	# 3	Compare
Action Recognition	Sports-1M	R(2+1)D-RGB-32frame	Clip Hit@1	57	# 1	Compare
			Video hit@1	73	# 4	Compare
			Video hit@5	91.5	# 4	Compare

Results from Other Papers

TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	SOURCE PAPER	COMPARE
Action Classification	Kinetics-400	R(2+1)D	Top 1 Accuracy	72	# 32		See all
Action Classification	Kinetics-400	R(2+1)D	Top 5 Accuracy	90	# 13		See all

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🤖 No Methods Found	Help the community by adding them if they're not listed; e.g. Deep Residual Learning for Image Recognition uses ResNet

A Closer Look at Spatiotemporal Convolutions for Action Recognition

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