Human Motion Prediction, Reconstruction, and Generation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Gang, Canxuan, Wang, Yiran
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

A Novel Convolutional-Free Method for 3D Medical Imaging Segmentation
by: Gang, Canxuan
Published: (2025)

3D Medical Imaging Segmentation on Non-Contrast CT
by: Gang, Canxuan, et al.
Published: (2025)

Motion Avatar: Generate Human and Animal Avatars with Arbitrary Motion
by: Zhang, Zeyu, et al.
Published: (2024)

MediAug: Exploring Visual Augmentation in Medical Imaging
by: Qi, Xuyin, et al.
Published: (2025)

SegTTA: Training-Free Test-Time Augmentation for Zero-Shot Medical Imaging Segmentation
by: Yao, Yihong, et al.
Published: (2026)

SafeMo: Linguistically Grounded Unlearning for Trustworthy Text-to-Motion Generation
by: Wang, Yiling, et al.
Published: (2026)

Motion Anything: Any to Motion Generation
by: Zhang, Zeyu, et al.
Published: (2025)

ScaleMoGen: Autoregressive Next-Scale Prediction for Human Motion Generation
by: Hwang, Inwoo, et al.
Published: (2026)

Human Motion Prediction under Unexpected Perturbation
by: Yue, Jiangbei, et al.
Published: (2024)

Efficient and Scalable Monocular Human-Object Interaction Motion Reconstruction
by: Wen, Boran, et al.
Published: (2025)

Improving 3D Foot Motion Reconstruction in Markerless Monocular Human Motion Capture
by: Wehrbein, Tom, et al.
Published: (2026)

HumanDreamer: Generating Controllable Human-Motion Videos via Decoupled Generation
by: Wang, Boyuan, et al.
Published: (2025)

DuoMo: Dual Motion Diffusion for World-Space Human Reconstruction
by: Wang, Yufu, et al.
Published: (2026)

DrawMotion: Generating 3D Human Motions by Freehand Drawing
by: Wang, Tao, et al.
Published: (2026)

Aligning Human Motion Generation with Human Perceptions
by: Wang, Haoru, et al.
Published: (2024)

RoHM: Robust Human Motion Reconstruction via Diffusion
by: Zhang, Siwei, et al.
Published: (2024)

SimMotionEdit: Text-Based Human Motion Editing with Motion Similarity Prediction
by: Li, Zhengyuan, et al.
Published: (2025)

Motion-Agent: A Conversational Framework for Human Motion Generation with LLMs
by: Wu, Qi, et al.
Published: (2024)

Pressure2Motion: Hierarchical Human Motion Reconstruction from Ground Pressure with Text Guidance
by: Li, Zhengxuan, et al.
Published: (2025)

TIMotion: Temporal and Interactive Framework for Efficient Human-Human Motion Generation
by: Wang, Yabiao, et al.
Published: (2024)

Multimodal Sense-Informed Prediction of 3D Human Motions
by: Lou, Zhenyu, et al.
Published: (2024)

Temporal Dynamics Decoupling with Inverse Processing for Enhancing Human Motion Prediction
by: Wang, Jiexin, et al.
Published: (2024)

WHAM: Reconstructing World-grounded Humans with Accurate 3D Motion
by: Shin, Soyong, et al.
Published: (2023)

AdvMT: Adversarial Motion Transformer for Long-term Human Motion Prediction
by: Idrees, Sarmad, et al.
Published: (2024)

FrankenMotion: Part-level Human Motion Generation and Composition
by: Li, Chuqiao, et al.
Published: (2026)

HumanScore: Benchmarking Human Motions in Generated Videos
by: Fang, Yusu, et al.
Published: (2026)

MotionLab: Unified Human Motion Generation and Editing via the Motion-Condition-Motion Paradigm
by: Guo, Ziyan, et al.
Published: (2025)

Language-Guided Transformer Tokenizer for Human Motion Generation
by: Yan, Sheng, et al.
Published: (2026)

Toward Rich Video Human-Motion2D Generation
by: Xi, Ruihao, et al.
Published: (2025)

Reconstruction-Anchored Diffusion Model for Text-to-Motion Generation
by: Liu, Yifei, et al.
Published: (2026)

SignAvatar: Sign Language 3D Motion Reconstruction and Generation
by: Dong, Lu, et al.
Published: (2024)

Breaking the Passive Learning Trap: An Active Perception Strategy for Human Motion Prediction
by: Hu, Juncheng, et al.
Published: (2025)

Existence Is Chaos: Enhancing 3D Human Motion Prediction with Uncertainty Consideration
by: Wang, Zhihao, et al.
Published: (2024)

UniEgoMotion: A Unified Model for Egocentric Motion Reconstruction, Forecasting, and Generation
by: Patel, Chaitanya, et al.
Published: (2025)

EchoMotion: Unified Human Video and Motion Generation via Dual-Modality Diffusion Transformer
by: Yang, Yuxiao, et al.
Published: (2025)

Progressive Human Motion Generation Based on Text and Few Motion Frames
by: Zeng, Ling-An, et al.
Published: (2025)

Superman: Unifying Skeleton and Vision for Human Motion Perception and Generation
by: Wang, Xinshun, et al.
Published: (2026)

Text-driven Human Motion Generation with Motion Masked Diffusion Model
by: Chen, Xingyu
Published: (2024)

MotionCharacter: Fine-Grained Motion Controllable Human Video Generation
by: Fang, Haopeng, et al.
Published: (2024)

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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
language	"en"
VUFIND_SESSION	"49062395be40deb956abfb26a54e795d"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790812545.1115 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "49062395be40deb956abfb26a54e795d" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"language=en; VUFIND_SESSION=49062395be40deb956abfb26a54e795d; ui=standard"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.216.147"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"10666"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2502_15956/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2502_15956/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790812545.1072
REQUEST_TIME	1790812545

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
language	"en"
VUFIND_SESSION	"49062395be40deb956abfb26a54e795d"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790812545.1115 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "49062395be40deb956abfb26a54e795d" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"language=en; VUFIND_SESSION=49062395be40deb956abfb26a54e795d; ui=standard"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.216.147"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"10666"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2502_15956/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2502_15956/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790812545.1072
REQUEST_TIME	1790812545

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: