Human Dynamics

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Most implemented papers archive 2025-07-28

23 shown of 23 papers with code (52 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Crowd-Robot Interaction: Crowd-aware Robot Navigation with Attention-based Deep Reinforcement Learning
  24 Sep 2018 7 repositories listed Syntology ran 6 of 6 samples · 0 unverified
  We propose to (i) rethink pairwise interactions with a self-attention mechanism, and (ii) jointly model Human-Robot as well as Human-Human interactions in the deep reinforcement learning framework.
• EigenTrajectory: Low-Rank Descriptors for Multi-Modal Trajectory Forecasting
  18 Jul 2023 2 repositories listed Syntology ran 7 of 9 samples · 2 unverified
  In this paper, we present EigenTrajectory (𝔼𝕋), a trajectory prediction approach that uses a novel trajectory descriptor to form a compact space, known here as 𝔼𝕋 space, in place of Euclidean space, for representing…
• PoseFormerV2: Exploring Frequency Domain for Efficient and Robust 3D Human Pose Estimation
  30 Mar 2023 2 repositories listed Syntology ran 5 of 6 samples · 1 unverified
  However, in real scenarios, the performance of PoseFormer and its follow-ups is limited by two factors: (a) The length of the input joint sequence; (b) The quality of 2D joint detection.
• A Survey on Human Interaction Motion Generation
  17 Mar 2025 1 repository listed
  Humans inhabit a world defined by interactions -- with other humans, objects, and environments.
• ST-MoE-BERT: A Spatial-Temporal Mixture-of-Experts Framework for Long-Term Cross-City Mobility Prediction
  18 Oct 2024 1 repository listed Syntology ran 4 of 7 samples · 3 unverified
  Compared to existing methods, our approach frames the prediction task as a spatial-temporal classification problem.
• CityBench: Evaluating the Capabilities of Large Language Models for Urban Tasks
  20 Jun 2024 1 repository listed Syntology ran 17 of 23 samples · 6 unverified
  The challenge in constructing a systematic evaluation benchmark for urban research lies in the diversity of urban data, the complexity of application scenarios and the highly dynamic nature of the urban environment.
• Paths of A Million People: Extracting Life Trajectories from Wikipedia
  25 May 2024 1 repository listed
  The life trajectories of notable people have been studied to pinpoint the times and places of significant events such as birth, death, education, marriage, competition, work, speeches, scientific discoveries, artistic…
• SingularTrajectory: Universal Trajectory Predictor Using Diffusion Model
  27 Mar 2024 1 repository listed Syntology ran 4 of 6 samples · 2 unverified · 6 pointer-only (licence)
  In this paper, we propose SingularTrajectory, a diffusion-based universal trajectory prediction framework to reduce the performance gap across the five tasks.
• Dynamic Spatial-Temporal Aggregation for Skeleton-Aware Sign Language Recognition
  19 Mar 2024 1 repository listed
  Current methods utilize spatial graph modules and temporal modules to capture spatial and temporal features, respectively.
• EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation
  4 Dec 2023 1 repository listed Syntology ran 3 of 7 samples · 4 unverified · 7 pointer-only (licence)
  We introduce Efficient Motion Diffusion Model (EMDM) for fast and high-quality human motion generation.
• InterDiff: Generating 3D Human-Object Interactions with Physics-Informed Diffusion
  31 Aug 2023 1 repository listed Syntology ran 6 of 6 samples · 0 unverified
  This paper addresses a novel task of anticipating 3D human-object interactions (HOIs).
• HabiCrowd: A High Performance Simulator for Crowd-Aware Visual Navigation
  20 Jun 2023 1 repository listed
  Visual navigation, a foundational aspect of Embodied AI (E-AI), has been significantly studied in the past few years.
• D&D: Learning Human Dynamics from Dynamic Camera
  19 Sep 2022 1 repository listed
  In this work, we present D&D (Learning Human Dynamics from Dynamic Camera), which leverages the laws of physics to reconstruct 3D human motion from the in-the-wild videos with a moving camera.
• RFNet-4D++: Joint Object Reconstruction and Flow Estimation from 4D Point Clouds with Cross-Attention Spatio-Temporal Features
  30 Mar 2022 1 repository listed
  The key insight is simultaneously performing both tasks via learning of spatial and temporal features from a sequence of point clouds can leverage individual tasks, leading to improved overall performance.
• AutoAvatar: Autoregressive Neural Fields for Dynamic Avatar Modeling
  25 Mar 2022 1 repository listed
  In this work, for the first time, we enable autoregressive modeling of implicit avatars.
• Towards Tokenized Human Dynamics Representation
  22 Nov 2021 1 repository listed
  For human action understanding, a popular research direction is to analyze short video clips with unambiguous semantic content, such as jumping and drinking.
• Behavior-Driven Synthesis of Human Dynamics
  8 Mar 2021 1 repository listed
  Using this representation, we are able to change the behavior of a person depicted in an arbitrary posture, or to even directly transfer behavior observed in a given video sequence.
• Contact and Human Dynamics from Monocular Video
  22 Jul 2020 1 repository listed
  Existing deep models predict 2D and 3D kinematic poses from video that are approximately accurate, but contain visible errors that violate physical constraints, such as feet penetrating the ground and bodies leaning at…
• Predicting 3D Human Dynamics from Video
  13 Aug 2019 1 repository listed Syntology ran 0 of 17 samples · 17 unverified
  In this work, we present perhaps the first approach for predicting a future 3D mesh model sequence of a person from past video input.
• Learning 3D Human Dynamics from Video
  4 Dec 2018 1 repository listed Syntology ran 0 of 7 samples · 7 unverified
  We present a framework that can similarly learn a representation of 3D dynamics of humans from video via a simple but effective temporal encoding of image features.
• Action-Agnostic Human Pose Forecasting
  23 Oct 2018 1 repository listed
  In this paper, we propose a new action-agnostic method for short- and long-term human pose forecasting.
• MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics
  14 Aug 2018 1 repository listed
  Our model jointly learns a feature embedding for motion modes (that the motion sequence can be reconstructed from) and a feature transformation that represents the transition of one motion mode to the next motion mode.
• Convolutional Sequence to Sequence Model for Human Dynamics
  2 May 2018 1 repository listed Syntology ran 1 of 8 samples · 7 unverified
  Human motion modeling is a classic problem in computer vision and graphics.

Syntology lines on 11 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.