Datasets › 3DPW › Papers where code ran, page 1
3DPW
Papers archive 2025-07-28
papers with a benchmark row: 113 · with a code link: 74 · where Syntology ran a sample: 26 (25 with a run with no instrument failure, 1 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 (26 of 113 with a benchmark row: 25 with a run with no instrument failure, 1 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 26 of the 26 papers with a benchmark row here where Syntology ran at least one harvested sample (25 with a run with no instrument failure, 1 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 395. 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
WHAM: Reconstructing World-grounded Humans with Accurate 3D Motion
1
1
12 Dec 2023
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) · 4 unverified
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 )
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 )
Cyclic Test-Time Adaptation on Monocular Video for 3D Human Mesh Reconstruction
1
2
12 Aug 2023
official (archive's flag): 8 ran · 8 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; 1 where Syntology's instrument failed) · 1 unverified (9 pointer-only for licence )
TRACE: 5D Temporal Regression of Avatars with Dynamic Cameras in 3D Environments
3
1
5 Jun 2023
official (archive's flag): 12 ran · 15 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (5 pointer-only for licence )
Humans in 4D: Reconstructing and Tracking Humans with Transformers
1
1
31 May 2023
official (archive's flag): 4 ran · 4 ran (of which 1 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
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation
1
1
15 May 2023
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) · 1 unverified (2 pointer-only for licence )
HuManiFlow: Ancestor-Conditioned Normalising Flows on SO(3) Manifolds for Human Pose and Shape Distribution Estimation
1
1
11 May 2023
official (archive's flag): 4 ran · 4 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; 3 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence )
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery
2
1
12 Apr 2023
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) · 0 unverified
One-Stage 3D Whole-Body Mesh Recovery with Component Aware Transformer
1
1
28 Mar 2023
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 (3 pointer-only for licence )
3D Human Mesh Estimation from Virtual Markers
2
1
21 Mar 2023
official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 8 unverified
IKOL: Inverse kinematics optimization layer for 3D human pose and shape estimation via Gauss-Newton differentiation
1
1
2 Feb 2023
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
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 )
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 )
Not All Tokens Are Equal: Human-centric Visual Analysis via Token Clustering Transformer
1
1
19 Apr 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
DeciWatch: A Simple Baseline for 10x Efficient 2D and 3D Pose Estimation
1
1
16 Mar 2022
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) · 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
Hierarchical Kinematic Probability Distributions for 3D Human Shape and Pose Estimation from Images in the Wild
1
1
3 Oct 2021
official (archive's flag): 6 ran · 6 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; 4 where Syntology's instrument failed) · 5 unverified
LASOR: Learning Accurate 3D Human Pose and Shape Via Synthetic Occlusion-Aware Data and Neural Mesh Rendering
1
1
1 Aug 2021
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, 0 violated, 5 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified
Body Meshes as Points
1
1
6 May 2021
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) · 1 unverified (1 pointer-only for licence )
Learning to Estimate Robust 3D Human Mesh from In-the-Wild Crowded Scenes
1
1
15 Apr 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) · 1 unverified (2 pointer-only for licence )
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation
4
1
30 Nov 2020
community repositories only · 1 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; 0 where Syntology's instrument failed) · 0 unverified
Synthetic Training for Accurate 3D Human Pose and Shape Estimation in the Wild
1
1
21 Sep 2020
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) · 1 unverified
Monocular Expressive Body Regression through Body-Driven Attention
1
1
20 Aug 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 (2 pointer-only for licence )
Learning 3D Human Dynamics from Video
1
1
4 Dec 2018
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
A simple yet effective baseline for 3d human pose estimation
14
1
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