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NTU RGB+D

Papers archive 2025-07-28

papers with a benchmark row: 162 · with a code link: 106 · where Syntology ran a sample: 30 (26 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (30 of 162 with a benchmark row: 26 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument)

Page 2 of 2: papers 101 to 162 of 162 with a leaderboard row on this dataset's benchmarks, newest first by the archive's date (ties by slug; undated papers last).

The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 476. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples run Syntology
Learning Graph Convolutional Network for Skeleton-based Human Action Recognition by Neural Searching 1 1 11 Nov 2019 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Convolutional Sequence Generation for Skeleton-Based Action Synthesis 0 1 27 Oct 2019 not harvested
Spatial Residual Layer and Dense Connection Block Enhanced Spatial Temporal Graph Convolutional Network for Skeleton-Based Action Recognition 0 1 27 Oct 2019 not harvested
Deep Independently Recurrent Neural Network (IndRNN) 1 1 11 Oct 2019 not harvested
Interaction Relational Network for Mutual Action Recognition 1 1 11 Oct 2019 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
Symbiotic Graph Neural Networks for 3D Skeleton-based Human Action Recognition and Motion Prediction 0 1 5 Oct 2019 not harvested
Bayesian Graph Convolution LSTM for Skeleton Based Action Recognition 0 1 1 Oct 2019 not harvested
Making the Invisible Visible: Action Recognition Through Walls and Occlusions 0 1 20 Sep 2019 not harvested
Skeleton Image Representation for 3D Action Recognition based on Tree Structure and Reference Joints 1 1 11 Sep 2019 not harvested
PISEP^2: Pseudo Image Sequence Evolution based 3D Pose Prediction 0 2 4 Sep 2019 not harvested
EleAtt-RNN: Adding Attentiveness to Neurons in Recurrent Neural Networks 0 1 3 Sep 2019 not harvested
SkeleMotion: A New Representation of Skeleton Joint Sequences Based on Motion Information for 3D Action Recognition 1 2 30 Jul 2019 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Learning Shape-Motion Representations from Geometric Algebra Spatio-Temporal Model for Skeleton-Based Action Recognition 0 1 8 Jul 2019 not harvested
Non-Local Graph Convolutional Networks for Skeleton-Based Action Recognition 1 1 4 Jul 2019 not harvested
A Comparative Review of Recent Kinect-based Action Recognition Algorithms 1 2 24 Jun 2019 not harvested
Three-Stream Convolutional Neural Network With Multi-Task and Ensemble Learning for 3D Action Recognition 0 1 16 Jun 2019 not harvested
Skeleton-Based Action Recognition With Directed Graph Neural Networks 1 1 1 Jun 2019 not harvested
Richly Activated Graph Convolutional Network for Action Recognition with Incomplete Skeletons 3 2 16 May 2019 not harvested
Actional-Structural Graph Convolutional Networks for Skeleton-based Action Recognition 1 1 26 Apr 2019 official (archive's flag): 14 ran · 14 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 2 honoured, 1 violated, 9 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (5 pointer-only for licence)
Semantics-Guided Neural Networks for Efficient Skeleton-Based Human Action Recognition 2 1 2 Apr 2019 official (archive's flag): 3 ran · 11 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified
An Attention Enhanced Graph Convolutional LSTM Network for Skeleton-Based Action Recognition 0 1 25 Feb 2019 not harvested
Action Machine: Rethinking Action Recognition in Trimmed Videos 0 1 14 Dec 2018 not harvested
Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders 2 1 5 Dec 2018 official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 2 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Optimized Skeleton-based Action Recognition via Sparsified Graph Regression 0 1 29 Nov 2018 not harvested
Skeleton-Based Action Recognition with Synchronous Local and Non-local Spatio-temporal Learning and Frequency Attention 0 1 10 Nov 2018 not harvested
Part-based Graph Convolutional Network for Action Recognition 1 2 13 Sep 2018 not harvested
Adding Attentiveness to the Neurons in Recurrent Neural Networks 0 1 12 Jul 2018 not harvested
Predcnn: Predictive learning with cascade convolutions 1 1 1 Jul 2018 not harvested
Recognizing Human Actions as the Evolution of Pose Estimation Maps 0 1 1 Jun 2018 not harvested
A Fine-to-Coarse Convolutional Neural Network for 3D Human Action Recognition 0 1 30 May 2018 not harvested
Skeleton-Based Action Recognition with Spatial Reasoning and Temporal Stack Learning 0 1 7 May 2018 not harvested
Relational Network for Skeleton-Based Action Recognition 0 1 7 May 2018 not harvested
Memory Attention Networks for Skeleton-based Action Recognition 1 1 23 Apr 2018 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
View Adaptive Neural Networks for High Performance Skeleton-based Human Action Recognition 2 1 20 Apr 2018 official (archive's flag): 2 ran · 6 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 5 where Syntology's instrument failed) · 6 unverified (9 pointer-only for licence)
Co-occurrence Feature Learning from Skeleton Data for Action Recognition and Detection with Hierarchical Aggregation 6 1 17 Apr 2018 official (archive's flag): 2 ran · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (4 pointer-only for licence)
Independently Recurrent Neural Network (IndRNN): Building A Longer and Deeper RNN 11 1 13 Mar 2018 community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
2D/3D Pose Estimation and Action Recognition using Multitask Deep Learning 2 1 26 Feb 2018 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 20 unverified
Glimpse Clouds: Human Activity Recognition from Unstructured Feature Points 1 1 22 Feb 2018 not harvested
Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition 24 4 23 Jan 2018 community repositories only · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
3D CNNs on Distance Matrices for Human Action Recognition 1 1 23 Oct 2017 not harvested
Adaptive RNN Tree for Large-Scale Human Action Recognition 0 1 22 Oct 2017 not harvested
Ensemble Deep Learning for Skeleton-Based Action Recognition Using Temporal Sliding LSTM Networks 1 1 1 Oct 2017 not harvested
Enhanced skeleton visualization for view invariant human action recognition 0 1 1 Aug 2017 not harvested
Learning Human Pose Models from Synthesized Data for Robust RGB-D Action Recognition 0 1 4 Jul 2017 not harvested
Global Context-Aware Attention LSTM Networks for 3D Action Recognition 0 1 1 Jul 2017 not harvested
Investigation of Different Skeleton Features for CNN-based 3D Action Recognition 1 1 2 May 2017 not harvested
Skeleton-based Action Recognition with Convolutional Neural Networks 1 1 25 Apr 2017 not harvested
Skeleton based action recognition using translation-scale invariant image mapping and multi-scale deep cnn 0 1 19 Apr 2017 not harvested
Interpretable 3D Human Action Analysis with Temporal Convolutional Networks 1 1 14 Apr 2017 not harvested
Modeling Temporal Dynamics and Spatial Configurations of Actions Using Two-Stream Recurrent Neural Networks 0 1 9 Apr 2017 not harvested
Skeletonnet: Mining deep part features for 3-d action recognition 0 1 31 Mar 2017 not harvested
View Adaptive Recurrent Neural Networks for High Performance Human Action Recognition from Skeleton Data 1 1 24 Mar 2017 not harvested
A New Representation of Skeleton Sequences for 3D Action Recognition 0 1 9 Mar 2017 not harvested
Jointly learning heterogeneous features for rgb-d activity recognition 0 1 15 Dec 2016 not harvested
An End-to-End Spatio-Temporal Attention Model for Human Action Recognition from Skeleton Data 0 1 18 Nov 2016 not harvested
Spatio-Temporal LSTM with Trust Gates for 3D Human Action Recognition 0 2 24 Jul 2016 not harvested
NTU RGB+D: A Large Scale Dataset for 3D Human Activity Analysis 2 2 11 Apr 2016 not harvested
Deep Multimodal Feature Analysis for Action Recognition in RGB+D Videos 0 1 23 Mar 2016 not harvested
Hierarchical recurrent neural network for skeleton based action recognition 0 1 7 Jun 2015 not harvested
Conditional Generative Adversarial Nets 62 1 6 Nov 2014 33 ran (of which 0 constructed an object rather than computing a result; 28 with no instrument failure: 1 honoured, 0 violated, 27 with no contract checked; 5 where Syntology's instrument failed) · 7 unverified (6 pointer-only for licence)
Skeletal quads: Human action recognition using joint quadruples 0 1 24 Aug 2014 not harvested
Human Action Recognition by Representing 3D Skeletons as Points in a Lie Group 1 1 23 Jun 2014 not harvested