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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)

Page 2 of 2: papers 101 to 175 of 175 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 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
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)
Structure-Aware Human-Action Generation 1 1 4 Jul 2020 not harvested
Kinematic-Structure-Preserved Representation for Unsupervised 3D Human Pose Estimation 0 1 24 Jun 2020 not harvested
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
Attention Mechanism Exploits Temporal Contexts: Real-Time 3D Human Pose Reconstruction 1 2 1 Jun 2020 not harvested
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)
Self-Supervised 3D Human Pose Estimation via Part Guided Novel Image Synthesis 0 2 9 Apr 2020 not harvested
3D Human Pose Estimation using Spatio-Temporal Networks with Explicit Occlusion Training 0 2 7 Apr 2020 not harvested
Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation 0 1 7 Apr 2020 not harvested
Lightweight Multi-View 3D Pose Estimation through Camera-Disentangled Representation 0 1 5 Apr 2020 not harvested
Compressed Volumetric Heatmaps for Multi-Person 3D Pose Estimation 1 1 1 Apr 2020 not harvested
Weakly-Supervised 3D Human Pose Learning via Multi-view Images in the Wild 0 2 17 Mar 2020 not harvested
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
Anatomy-aware 3D Human Pose Estimation with Bone-based Pose Decomposition 1 2 24 Feb 2020 not harvested
Learning Diverse Stochastic Human-Action Generators by Learning Smooth Latent Transitions 1 1 21 Dec 2019 official: harvested, nothing ran · 0 ran · 1 unverified
VIBE: Video Inference for Human Body Pose and Shape Estimation 5 2 11 Dec 2019 official: not harvested · 0 ran · 1 unverified (1 pointer-only for licence)
View-Invariant Probabilistic Embedding for Human Pose 2 1 2 Dec 2019 not harvested
Consensus-based Optimization for 3D Human Pose Estimation in Camera Coordinates 1 3 21 Nov 2019 not harvested
PoseLifter: Absolute 3D human pose lifting network from a single noisy 2D human pose 1 1 26 Oct 2019 not harvested
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation 0 3 26 Oct 2019 not harvested
TexturePose: Supervising Human Mesh Estimation with Texture Consistency 1 1 24 Oct 2019 not harvested
Exploiting Spatial-Temporal Relationships for 3D Pose Estimation via Graph Convolutional Networks 1 3 1 Oct 2019 not harvested
Occlusion-Aware Networks for 3D Human Pose Estimation in Video 0 1 1 Oct 2019 not harvested
On Boosting Single-Frame 3D Human Pose Estimation via Monocular Videos 0 1 1 Oct 2019 not harvested
Optimizing Network Structure for 3D Human Pose Estimation 0 1 1 Oct 2019 not harvested
Imitation Learning for Human Pose Prediction 0 1 8 Sep 2019 not harvested
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
Shape-Aware Human Pose and Shape Reconstruction Using Multi-View Images 0 1 26 Aug 2019 not harvested
Trajectory Space Factorization for Deep Video-Based 3D Human Pose Estimation 1 2 22 Aug 2019 not harvested
Distill Knowledge from NRSfM for Weakly Supervised 3D Pose Learning 0 1 18 Aug 2019 not harvested
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)
Diverse Trajectory Forecasting with Determinantal Point Processes 0 1 11 Jul 2019 not harvested
XNect: Real-time Multi-Person 3D Motion Capture with a Single RGB Camera 4 1 1 Jul 2019 not harvested
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
Eidetic 3D LSTM: A Model for Video Prediction and Beyond 3 1 1 May 2019 not harvested
Generalizing Monocular 3D Human Pose Estimation in the Wild 1 1 11 Apr 2019 not harvested
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
Self-Supervised Learning of 3D Human Pose using Multi-view Geometry 1 4 6 Mar 2019 not harvested
RepNet: Weakly Supervised Training of an Adversarial Reprojection Network for 3D Human Pose Estimation 1 2 26 Feb 2019 not harvested
Monocular Total Capture: Posing Face, Body, and Hands in the Wild 1 1 4 Dec 2018 not harvested
3D human pose estimation in video with temporal convolutions and semi-supervised training 10 5 28 Nov 2018 official: harvested, nothing ran · 0 ran · 2 unverified (2 pointer-only for licence)
Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics 4 1 19 Nov 2018 not harvested
Action-Agnostic Human Pose Forecasting 1 1 23 Oct 2018 not harvested
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)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics 1 1 14 Aug 2018 not harvested
Accurate and Diverse Sampling of Sequences based on a "Best of Many" Sample Objective 1 1 20 Jun 2018 not harvested
Ordinal Depth Supervision for 3D Human Pose Estimation 1 1 10 May 2018 not harvested
Unsupervised Geometry-Aware Representation for 3D Human Pose Estimation 2 1 3 Apr 2018 not harvested
3D Human Pose Estimation in the Wild by Adversarial Learning 0 1 26 Mar 2018 not harvested
End-to-end Recovery of Human Shape and Pose 10 2 18 Dec 2017 not harvested
Self-supervised Learning of Motion Capture 1 1 4 Dec 2017 not harvested
Folded Recurrent Neural Networks for Future Video Prediction 1 1 1 Dec 2017 not harvested
PredRNN: Recurrent Neural Networks for Predictive Learning using Spatiotemporal LSTMs 0 1 1 Dec 2017 not harvested
HP-GAN: Probabilistic 3D human motion prediction via GAN 3 1 27 Nov 2017 not harvested
Learning 3D Human Pose from Structure and Motion 1 1 25 Nov 2017 not harvested
Deep Video Generation, Prediction and Completion of Human Action Sequences 0 1 23 Nov 2017 not harvested
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)
Learning Pose Grammar to Encode Human Body Configuration for 3D Pose Estimation 0 1 17 Oct 2017 not harvested
A Dual-Source Approach for 3D Human Pose Estimation from a Single Image 0 1 8 May 2017 not harvested
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
The Pose Knows: Video Forecasting by Generating Pose Futures 1 1 28 Apr 2017 not harvested
Harvesting Multiple Views for Marker-less 3D Human Pose Annotations 0 1 16 Apr 2017 not harvested
Towards 3D Human Pose Estimation in the Wild: a Weakly-supervised Approach 6 1 8 Apr 2017 not harvested
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)
Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image 11 2 1 Jan 2017 not harvested
Deep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders 4 1 8 Nov 2016 not harvested
Sparseness Meets Deepness: 3D Human Pose Estimation from Monocular Video 1 1 30 Nov 2015 not harvested
Structural-RNN: Deep Learning on Spatio-Temporal Graphs 2 1 17 Nov 2015 official: not harvested · 0 ran · 1 unverified
Recurrent Network Models for Human Dynamics 0 1 2 Aug 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)