Methods › Computer Vision › Convolutional Neural Networks › R(2+1)D
R(2+1)D
Introduced by Du Tran et al. in A Closer Look at Spatiotemporal Convolutions for Action Recognition
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
A R(2+1)D convolutional neural network is a network for action recognition that employs R(2+1)D convolutions in a ResNet inspired architecture. The use of these convolutions over regular 3D Convolutions reduces computational complexity, prevents overfitting, and introduces more non-linearities that allow for a better functional relationship to be modeled.
Papers archive 2025-07-28
14 shown of 14, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Multi-Microphone and Multi-Modal Emotion Recognition in Reverberant Environment 14 Sep 2024 · 0 repositories · arXiv:2409.09545
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Use of a Multiscale Vision Transformer to predict Nursing Activities Score from Low Resolution Thermal Videos in an Intensive Care Unit 30 May 2024 · 0 repositories · arXiv:2406.04364
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Temporal Contrastive Learning with Curriculum 2 Sep 2022 · 0 repositories · arXiv:2209.00760
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Motion-Focused Contrastive Learning of Video Representations 11 Jan 2022 · 1 repository · arXiv:2201.04029Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
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Self-Supervised Video Representation Learning with Meta-Contrastive Network 19 Aug 2021 · 0 repositories · arXiv:2108.08426
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Spatiotemporal Contrastive Learning of Facial Expressions in Videos 6 Aug 2021 · 0 repositories · arXiv:2108.03064
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Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting 18 Jun 2021 · 1 repository · arXiv:2106.10137
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The 3TConv: An Intrinsic Approach to Explainable 3D CNNs 1 Jan 2021 · 0 repositories
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Self-supervised Video Representation Learning by Uncovering Spatio-temporal Statistics 31 Aug 2020 · 2 repositories · arXiv:2008.13426Syntology ran 3 of 5 samples · 2 unverified · 3 pointer-only (licence)
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Late Temporal Modeling in 3D CNN Architectures with BERT for Action Recognition 3 Aug 2020 · 2 repositories · arXiv:2008.01232
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RT3D: Achieving Real-Time Execution of 3D Convolutional Neural Networks on Mobile Devices 20 Jul 2020 · 0 repositories · arXiv:2007.09835
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Spatiotemporal CNNs for Pornography Detection in Videos 24 Oct 2018 · 1 repository · arXiv:1810.10519
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Multi-Fiber Networks for Video Recognition 30 Jul 2018 · 0 repositories · arXiv:1807.11195
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A Closer Look at Spatiotemporal Convolutions for Action Recognition 30 Nov 2017 · 24 repositories · arXiv:1711.11248Syntology ran 1 of 4 samples · 3 unverified · 4 pointer-only (licence)
Tasks archive 2025-07-28
20 shown of 23 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
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Categories archive 2025-07-28
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