Human Animation

Benchmarks archive 2025-07-28

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

13 shown of 13 papers with code (42 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.

• Language2Pose: Natural Language Grounded Pose Forecasting
  2 Jul 2019 2 repositories listed Syntology ran 1 of 4 samples · 3 unverified
  In this paper, we address this multimodal problem by introducing a neural architecture called Joint Language to Pose (or JL2P), which learns a joint embedding of language and pose.
• OmniV2V: Versatile Video Generation and Editing via Dynamic Content Manipulation
  2 Jun 2025 1 repository listed
  Although video generation is widely applied in various fields, most existing models are limited to single scenarios and cannot perform diverse video generation and editing through dynamic content manipulation.
• Let Them Talk: Audio-Driven Multi-Person Conversational Video Generation
  28 May 2025 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  Audio-driven human animation methods, such as talking head and talking body generation, have made remarkable progress in generating synchronized facial movements and appealing visual quality videos.
• HunyuanVideo-Avatar: High-Fidelity Audio-Driven Human Animation for Multiple Characters
  26 May 2025 1 repository listed
  This ensures the dynamic motion and strong character consistency; (ii) An Audio Emotion Module (AEM) is introduced to extract and transfer the emotional cues from an emotion reference image to the target generated…
• DynamiCtrl: Rethinking the Basic Structure and the Role of Text for High-quality Human Image Animation
  27 Mar 2025 1 repository listed
  To address these issues, we propose DynamiCtrl, a novel framework for human animation in video DiT architecture.
• StableAnimator: High-Quality Identity-Preserving Human Image Animation
  26 Nov 2024 1 repository listed Syntology ran 1 of 11 samples · 10 unverified
  During inference, we propose a novel Hamilton-Jacobi-Bellman (HJB) equation-based optimization to further enhance the face quality.
• EchoMimicV2: Towards Striking, Simplified, and Semi-Body Human Animation
  15 Nov 2024 1 repository listed Syntology ran 1 of 5 samples · 4 unverified
  Recent work on human animation usually involves audio, pose, or movement maps conditions, thereby achieves vivid animation quality.
• GGAvatar: Reconstructing Garment-Separated 3D Gaussian Splatting Avatars from Monocular Video
  15 Nov 2024 1 repository listed
  Avatar modelling has broad applications in human animation and virtual try-ons.
• PocoLoco: A Point Cloud Diffusion Model of Human Shape in Loose Clothing
  6 Nov 2024 1 repository listed
  We motivate our work by noting that most methods require a parametric model of the human body to ground pose-dependent deformations.
• DanceCamAnimator: Keyframe-Based Controllable 3D Dance Camera Synthesis
  23 Sep 2024 1 repository listed
  Unlike human movements, which are always continuous, dance camera movements involve both continuous sequences of variable lengths and sudden drastic changes to simulate the switching of multiple cameras.
• HumanVid: Demystifying Training Data for Camera-controllable Human Image Animation
  24 Jul 2024 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Notably, we introduce a rule-based camera trajectory generation method, enabling the synthetic pipeline to incorporate diverse and precise camera motion annotation, which can rarely be found in real-world data.
• Towards 4D Human Video Stylization
  7 Dec 2023 1 repository listed
  To overcome these limitations, we leverage Neural Radiance Fields (NeRFs) to represent videos, conducting stylization in the rendered feature space.
• AvatarGen: A 3D Generative Model for Animatable Human Avatars
  26 Nov 2022 1 repository listed
  Specifically, we decompose the generative 3D human synthesis into pose-guided mapping and canonical representation with predefined human pose and shape, such that the canonical representation can be explicitly driven to…

Syntology lines on 5 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.