Datasets › NTU RGB+D › Papers where code ran, page 1
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
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all papers with a benchmark row only 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)
Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.
Page 1 of 1: papers 1 to 30 of the 30 papers with a benchmark row here where Syntology ran at least one harvested sample (26 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.
A run counts when it is a run with no instrument failure any run, instrument failures included The first hides, in your browser, the papers where every run was a failure of Syntology's instrument; the second shows every paper on this page.
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 2026-09-28 , the first build that kept a record date for it; when this build read Syntology's graph is in the build record .
Paper Code Results Date Samples run Syntology
CHASE: Learning Convex Hull Adaptive Shift for Skeleton-based Multi-Entity Action Recognition
1
1
9 Oct 2024
official (archive's flag): 2 ran · 2 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; 1 where Syntology's instrument failed) · 0 unverified
Multi-Modality Co-Learning for Efficient Skeleton-based Action Recognition
1
1
22 Jul 2024
official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 1 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (10 pointer-only for licence )
Part-aware Unified Representation of Language and Skeleton for Zero-shot Action Recognition
1
1
19 Jun 2024
official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 1 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
SkateFormer: Skeletal-Temporal Transformer for Human Action Recognition
1
2
14 Mar 2024
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
Explore Human Parsing Modality for Action Recognition
1
1
4 Jan 2024
official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 1 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (10 pointer-only for licence )
STEP CATFormer: Spatial-Temporal Effective Body-Part Cross Attention Transformer for Skeleton-based Action Recognition
1
1
6 Dec 2023
official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 2 violated, 2 with no contract checked; 6 where Syntology's instrument failed) · 2 unverified (6 pointer-only for licence )
Hulk: A Universal Knowledge Translator for Human-Centric Tasks
2
2
4 Dec 2023
official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 0 where Syntology's instrument failed) · 11 unverified (11 pointer-only for licence )
Masked Motion Predictors are Strong 3D Action Representation Learners
1
1
14 Aug 2023
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) · 1 unverified (4 pointer-only for licence )
HYperbolic Self-Paced Learning for Self-Supervised Skeleton-based Action Representations
1
2
10 Mar 2023
official (archive's flag): 4 ran · 4 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; 0 where Syntology's instrument failed) · 9 unverified
Hypergraph Transformer for Skeleton-based Action Recognition
1
1
17 Nov 2022
official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 1 violated, 7 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (9 pointer-only for licence )
MotionBERT: A Unified Perspective on Learning Human Motion Representations
1
1
12 Oct 2022
official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (4 pointer-only for licence )
Hierarchically Decomposed Graph Convolutional Networks for Skeleton-Based Action Recognition
1
1
23 Aug 2022
official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 1 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (7 pointer-only for licence )
Generative Action Description Prompts for Skeleton-based Action Recognition
3
1
10 Aug 2022
official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 2 violated, 2 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (4 pointer-only for licence )
Learning Multi-Granular Spatio-Temporal Graph Network for Skeleton-based Action Recognition
1
1
10 Aug 2021
official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 2 honoured, 1 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence )
Channel-wise Topology Refinement Graph Convolution for Skeleton-Based Action Recognition
2
1
26 Jul 2021
official (archive's flag): 1 ran · 2 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (3 pointer-only for licence )
Disentangling and Unifying Graph Convolutions for Skeleton-Based Action Recognition
3
1
31 Mar 2020
official (archive's flag): 3 ran · 3 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; 1 where Syntology's instrument failed) · 0 unverified
MMTM: Multimodal Transfer Module for CNN Fusion
1
1
20 Nov 2019
1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
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 )
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
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 )
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
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 )
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
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
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 )