Datasets › Human3.6M › Papers where code ran, page 1

Human3.6M

Papers archive 2025-07-28

papers with a benchmark row: 175 · with a code link: 126 · where Syntology ran a sample: 49 (43 with a run with no instrument failure, 6 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (49 of 175 with a benchmark row: 43 with a run with no instrument failure, 6 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 49 of the 49 papers with a benchmark row here where Syntology ran at least one harvested sample (43 with a run with no instrument failure, 6 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.

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 783. 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
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation 1 2 31 Mar 2024 official (archive's flag): 6 ran · 6 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; 1 where Syntology's instrument failed) · 4 unverified (10 pointer-only for licence)
A Dual-Augmentor Framework for Domain Generalization in 3D Human Pose Estimation 1 2 17 Mar 2024 official (archive's flag): 2 ran · 2 ran (of which 0 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 (5 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)
MotionAGFormer: Enhancing 3D Human Pose Estimation with a Transformer-GCNFormer Network 1 4 25 Oct 2023 official (archive's flag): 14 ran · 14 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; 1 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
Auxiliary Tasks Benefit 3D Skeleton-based Human Motion Prediction 1 1 17 Aug 2023 official (archive's flag): 13 ran · 13 ran (of which 5 constructed an object rather than computing a result; 13 with no instrument failure: 1 honoured, 0 violated, 12 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified (19 pointer-only for licence)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction 1 1 19 Apr 2023 official (archive's flag): 5 ran · 5 ran (of which 1 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified
EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction Reasoning 2 1 20 Mar 2023 official (archive's flag): 1 ran · 1 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; 0 where Syntology's instrument failed) · 1 unverified; the one sample that ran constructed an object rather than computing a result
UniHCP: A Unified Model for Human-Centric Perceptions 1 2 6 Mar 2023 official (archive's flag): 8 ran · 8 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; 0 where Syntology's instrument failed) · 5 unverified (10 pointer-only for licence)
GFPose: Learning 3D Human Pose Prior with Gradient Fields 1 2 16 Dec 2022 official (archive's flag): 1 ran · 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) · 1 unverified
MotionBERT: A Unified Perspective on Learning Human Motion Representations 1 2 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)
CLIFF: Carrying Location Information in Full Frames into Human Pose and Shape Estimation 6 1 1 Aug 2022 community repositories only · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Back to MLP: A Simple Baseline for Human Motion Prediction 1 1 4 Jul 2022 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
MotionMixer: MLP-based 3D Human Body Pose Forecasting 1 1 1 Jul 2022 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (5 pointer-only for licence)
GraphMLP: A Graph MLP-Like Architecture for 3D Human Pose Estimation 1 1 13 Jun 2022 official (archive's flag): 5 ran · 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) · 4 unverified (1 pointer-only for licence)
SimVP: Simpler yet Better Video Prediction 3 1 9 Jun 2022 official (archive's flag): 6 ran · 6 ran (of which 5 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (9 pointer-only for licence)
Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction 1 1 30 Mar 2022 official (archive's flag): 2 ran · 2 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; 0 where Syntology's instrument failed) · 4 unverified (6 pointer-only for licence)
Ray3D: ray-based 3D human pose estimation for monocular absolute 3D localization 1 2 22 Mar 2022 official (archive's flag): 4 ran · 4 ran (of which 4 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) · 1 unverified; every one of the 4 samples that ran constructed an object rather than computing a result
P-STMO: Pre-Trained Spatial Temporal Many-to-One Model for 3D Human Pose Estimation 1 3 15 Mar 2022 official (archive's flag): 8 ran · 9 ran (of which 6 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
MixSTE: Seq2seq Mixed Spatio-Temporal Encoder for 3D Human Pose Estimation in Video 1 4 2 Mar 2022 official (archive's flag): 4 ran · 4 ran (of which 4 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) · 0 unverified; every one of the 4 samples that ran constructed an object rather than computing a result (4 pointer-only for licence)
AdaptPose: Cross-Dataset Adaptation for 3D Human Pose Estimation by Learnable Motion Generation 1 1 22 Dec 2021 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
MHFormer: Multi-Hypothesis Transformer for 3D Human Pose Estimation 1 1 24 Nov 2021 official (archive's flag): 8 ran · 8 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; 0 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Space-Time-Separable Graph Convolutional Network for Pose Forecasting 1 1 9 Oct 2021 official (archive's flag): 2 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) · 1 unverified; every one of the 2 samples that ran constructed an object rather than computing a result
Generating Smooth Pose Sequences for Diverse Human Motion Prediction 1 1 19 Aug 2021 official (archive's flag): 2 ran · 2 ran (of which 0 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) · 5 unverified (3 pointer-only for licence)
MSR-GCN: Multi-Scale Residual Graph Convolution Networks for Human Motion Prediction 1 1 16 Aug 2021 official (archive's flag): 6 ran · 6 ran (of which 6 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified; every one of the 6 samples that ran constructed an object rather than computing a result (7 pointer-only for licence)
Probabilistic Monocular 3D Human Pose Estimation with Normalizing Flows 1 2 29 Jul 2021 official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Conditional Directed Graph Convolution for 3D Human Pose Estimation 1 1 16 Jul 2021 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) · 1 unverified
Graph Stacked Hourglass Networks for 3D Human Pose Estimation 1 1 30 Mar 2021 12 ran (of which 10 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 1 violated, 10 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (15 pointer-only for licence)
Context Modeling in 3D Human Pose Estimation: A Unified Perspective 1 1 29 Mar 2021 1 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; 0 where Syntology's instrument failed) · 0 unverified; the one sample that ran constructed an object rather than computing a result (1 pointer-only for licence)
Exploiting Temporal Contexts with Strided Transformer for 3D Human Pose Estimation 1 4 26 Mar 2021 official (archive's flag): 8 ran · 8 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; 0 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
3D Human Pose Estimation with Spatial and Temporal Transformers 3 2 18 Mar 2021 official (archive's flag): 2 ran · 4 ran (of which 2 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) · 4 unverified (8 pointer-only for licence)
Weakly Supervised Generative Network for Multiple 3D Human Pose Hypotheses 1 1 13 Aug 2020 official (archive's flag): 2 ran · 2 ran (of which 0 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) · 9 unverified
SRNet: Improving Generalization in 3D Human Pose Estimation with a Split-and-Recombine Approach 1 3 18 Jul 2020 official (archive's flag): 6 ran · 6 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; 0 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence)
Cascaded deep monocular 3D human pose estimation with evolutionary training data 1 3 14 Jun 2020 official (archive's flag): 2 ran · 2 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; 2 where Syntology's instrument failed) · 0 unverified
Epipolar Transformers 1 1 10 May 2020 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) · 1 unverified
Motion Guided 3D Pose Estimation from Videos 1 1 29 Apr 2020 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (1 pointer-only for licence)
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction 3 1 3 Mar 2020 official (archive's flag): 1 ran · 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) · 0 unverified
Cross View Fusion for 3D Human Pose Estimation 1 1 3 Sep 2019 official (archive's flag): 1 ran · 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
Learning Trajectory Dependencies for Human Motion Prediction 5 1 15 Aug 2019 official (archive's flag): 2 ran · 2 ran (of which 0 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) · 1 unverified
Camera Distance-aware Top-down Approach for 3D Multi-person Pose Estimation from a Single RGB Image 4 2 26 Jul 2019 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Exploiting temporal context for 3D human pose estimation in the wild 1 2 10 May 2019 official (archive's flag): 2 ran · 2 ran (of which 0 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) · 1 unverified
Convolutional Mesh Regression for Single-Image Human Shape Reconstruction 2 1 8 May 2019 6 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; 2 where Syntology's instrument failed) · 1 unverified
Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network 2 4 11 Apr 2019 official (archive's flag): 6 ran · 6 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; 1 where Syntology's instrument failed) · 5 unverified
Semantic Graph Convolutional Networks for 3D Human Pose Regression 5 2 6 Apr 2019 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, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (5 pointer-only for licence)
Monocular 3D Human Pose Estimation by Generation and Ordinal Ranking 1 2 2 Apr 2019 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, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation 2 2 17 Aug 2018 official (archive's flag): 1 ran · 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)
Exploiting temporal information for 3D pose estimation 1 1 23 Nov 2017 2 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; 2 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
A simple yet effective baseline for 3d human pose estimation 14 2 8 May 2017 community repositories only · 5 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; 4 where Syntology's instrument failed) · 2 unverified
Unite the People: Closing the Loop Between 3D and 2D Human Representations 2 2 10 Jan 2017 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)
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)