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Bibliographic Details
Main Authors:	Pang, Youxin, Shao, Ruizhi, Zhang, Jiajun, Tu, Hanzhang, Liu, Yun, Zhou, Boyao, Zhang, Hongwen, Liu, Yebin
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2412.16212
Tags:	Add Tag No Tags, Be the first to tag this record!

Human4DiT: 360-degree Human Video Generation with 4D Diffusion Transformer
by: Shao, Ruizhi, et al.
Published: (2024)

GPS-Gaussian+: Generalizable Pixel-wise 3D Gaussian Splatting for Real-Time Human-Scene Rendering from Sparse Views
by: Zhou, Boyao, et al.
Published: (2024)

SViMo: Synchronized Diffusion for Video and Motion Generation in Hand-object Interaction Scenarios
by: Dang, Lingwei, et al.
Published: (2025)

ManiDext: Hand-Object Manipulation Synthesis via Continuous Correspondence Embeddings and Residual-Guided Diffusion
by: Zhang, Jiajun, et al.
Published: (2024)

DevilSight: Augmenting Monocular Human Avatar Reconstruction through a Virtual Perspective
by: Chen, Yushuo, et al.
Published: (2025)

Tessellation GS: Neural Mesh Gaussians for Robust Monocular Reconstruction of Dynamic Objects
by: Tao, Shuohan, et al.
Published: (2025)

HHMR: Holistic Hand Mesh Recovery by Enhancing the Multimodal Controllability of Graph Diffusion Models
by: Li, Mengcheng, et al.
Published: (2024)

UniMo: Unifying 2D Video and 3D Human Motion with an Autoregressive Framework
by: Pang, Youxin, et al.
Published: (2025)

GPS-Gaussian: Generalizable Pixel-wise 3D Gaussian Splatting for Real-time Human Novel View Synthesis
by: Zheng, Shunyuan, et al.
Published: (2023)

SharpTimeGS: Sharp and Stable Dynamic Gaussian Splatting via Lifespan Modulation
by: Liao, Zhanfeng, et al.
Published: (2026)

GAF: Gaussian Action Field as a 4D Representation for Dynamic World Modeling in Robotic Manipulation
by: Chai, Ying, et al.
Published: (2025)

Splat-SAP: Feed-Forward Gaussian Splatting for Human-Centered Scene with Scale-Aware Point Map Reconstruction
by: Zhou, Boyao, et al.
Published: (2025)

Tele-Aloha: A Low-budget and High-authenticity Telepresence System Using Sparse RGB Cameras
by: Tu, Hanzhang, et al.
Published: (2024)

Bimanual Grasp Synthesis for Dexterous Robot Hands
by: Shao, Yanming, et al.
Published: (2024)

Learning Explicit Contact for Implicit Reconstruction of Hand-held Objects from Monocular Images
by: Hu, Junxing, et al.
Published: (2023)

GaussianAvatar: Towards Realistic Human Avatar Modeling from a Single Video via Animatable 3D Gaussians
by: Hu, Liangxiao, et al.
Published: (2023)

HOSIG: Full-Body Human-Object-Scene Interaction Generation with Hierarchical Scene Perception
by: Yao, Wei, et al.
Published: (2025)

SyncMV4D: Synchronized Multi-view Joint Diffusion of Appearance and Motion for Hand-Object Interaction Synthesis
by: Dang, Lingwei, et al.
Published: (2025)

FunGrasp: Functional Grasping for Diverse Dexterous Hands
by: Huang, Linyi, et al.
Published: (2024)

Stereo-Talker: Audio-driven 3D Human Synthesis with Prior-Guided Mixture-of-Experts
by: Deng, Xiang, et al.
Published: (2024)

MAViD: A Multimodal Framework for Audio-Visual Dialogue Understanding and Generation
by: Pang, Youxin, et al.
Published: (2025)

TASTE-Rob: Advancing Video Generation of Task-Oriented Hand-Object Interaction for Generalizable Robotic Manipulation
by: Zhao, Hongxiang, et al.
Published: (2025)

CloSET: Modeling Clothed Humans on Continuous Surface with Explicit Template Decomposition
by: Zhang, Hongwen, et al.
Published: (2023)

Interspatial Attention for Efficient 4D Human Video Generation
by: Shao, Ruizhi, et al.
Published: (2025)

SynAgent: Generalizable Cooperative Humanoid Manipulation via Solo-to-Cooperative Agent Synergy
by: Yao, Wei, et al.
Published: (2026)

Joint Diffusion for Universal Hand-Object Grasp Generation
by: Cao, Jinkun, et al.
Published: (2024)

OmniHands: Towards Robust 4D Hand Mesh Recovery via A Versatile Transformer
by: Lin, Dixuan, et al.
Published: (2024)

HHAvatar: Gaussian Head Avatar with Dynamic Hairs
by: Liao, Zhanfeng, et al.
Published: (2023)

TACO: Benchmarking Generalizable Bimanual Tool-ACtion-Object Understanding
by: Liu, Yun, et al.
Published: (2024)

FlowHOI: Flow-based Semantics-Grounded Generation of Hand-Object Interactions for Dexterous Robot Manipulation
by: Zeng, Huajian, et al.
Published: (2026)

G-DexGrasp: Generalizable Dexterous Grasping Synthesis Via Part-Aware Prior Retrieval and Prior-Assisted Generation
by: Jian, Juntao, et al.
Published: (2025)

Dexterous Manipulation Policies from RGB Human Videos via 3D Hand-Object Trajectory Reconstruction
by: Chen, Hongyi, et al.
Published: (2026)

World Models for Learning Dexterous Hand-Object Interactions from Human Videos
by: Goswami, Raktim Gautam, et al.
Published: (2025)

U-Mind: A Unified Framework for Real-Time Multimodal Interaction with Audiovisual Generation
by: Deng, Xiang, et al.
Published: (2026)

Recovering 3D Human Mesh from Monocular Images: A Survey
by: Tian, Yating, et al.
Published: (2022)

DexMan: Learning Bimanual Dexterous Manipulation from Human and Generated Videos
by: Hsieh, Jhen, et al.
Published: (2025)

UniHM: Unified Dexterous Hand Manipulation with Vision Language Model
by: Zhang, Zhenhao, et al.
Published: (2026)

AnyDexGrasp: General Dexterous Grasping for Different Hands with Human-level Learning Efficiency
by: Fang, Hao-Shu, et al.
Published: (2025)

EgoGrasp: World-Space Hand-Object Interaction Estimation from Egocentric Videos
by: Fu, Hongming, et al.
Published: (2026)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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