Stylos: Multi-View 3D Stylization with Single-Forward Gaussian Splatting

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Liu, Hanzhou, Huang, Jia, Lu, Mi, Saripalli, Srikanth, Jiang, Peng
Formato:	Preprint
Publicado:	2025
Materias:	Computer Vision and Pattern Recognition
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Lumos3D: A Single-Forward Framework for Low-Light 3D Scene Restoration
por: Liu, Hanzhou, et al.
Publicado: (2025)

3DGS-ReLoc: 3D Gaussian Splatting for Map Representation and Visual ReLocalization
por: Jiang, Peng, et al.
Publicado: (2024)

StylizedGS: Controllable Stylization for 3D Gaussian Splatting
por: Zhang, Dingxi, et al.
Publicado: (2024)

ProSplat: Improved Feed-Forward 3D Gaussian Splatting for Wide-Baseline Sparse Views
por: Lu, Xiaohan, et al.
Publicado: (2025)

XYScanNet: A State Space Model for Single Image Deblurring
por: Liu, Hanzhou, et al.
Publicado: (2024)

AnyStyle: Single-Pass Multimodal Stylization for 3D Gaussian Splatting
por: Kaleta, Joanna, et al.
Publicado: (2026)

GPT-4V Takes the Wheel: Promises and Challenges for Pedestrian Behavior Prediction
por: Huang, Jia, et al.
Publicado: (2023)

AnchorSplat: Feed-Forward 3D Gaussian Splatting with 3D Geometric Priors
por: Zhang, Xiaoxue, et al.
Publicado: (2026)

ViewSplat: View-Adaptive Dynamic Gaussian Splatting for Feed-Forward Synthesis
por: Jeong, Moonyeon, et al.
Publicado: (2026)

Reflectivity Is All You Need!: Advancing LiDAR Semantic Segmentation
por: Viswanath, Kasi, et al.
Publicado: (2024)

FantasyStyle: Controllable Stylized Distillation for 3D Gaussian Splatting
por: Yang, Yitong, et al.
Publicado: (2025)

Off-Road LiDAR Intensity Based Semantic Segmentation
por: Viswanath, Kasi, et al.
Publicado: (2024)

GIFSplat: Generative Prior-Guided Iterative Feed-Forward 3D Gaussian Splatting from Sparse Views
por: Chen, Tianyu, et al.
Publicado: (2026)

DelowlightSplat: Feed-Forward Gaussian Splatting for Lowlight 3D Scene Reconstruction
por: Jiang, Fuzhen, et al.
Publicado: (2026)

MS-GS: Multi-Appearance Sparse-View 3D Gaussian Splatting in the Wild
por: Li, Deming, et al.
Publicado: (2025)

Multi-StyleGS: Stylizing Gaussian Splatting with Multiple Styles
por: Lin, Yangkai, et al.
Publicado: (2025)

Morpheus: Text-Driven 3D Gaussian Splat Shape and Color Stylization
por: Wynn, Jamie, et al.
Publicado: (2025)

ArtSplat: Feed-Forward Articulated 3D Gaussian Splatting from Sparse Multi-State Uncalibrated Views
por: Lee, Inseo, et al.
Publicado: (2026)

Revisiting Depth Representations for Feed-Forward 3D Gaussian Splatting
por: Shi, Duochao, et al.
Publicado: (2025)

Feed-Forward Gaussian Splatting from Sparse Aerial Views
por: Wu, Dongli, et al.
Publicado: (2026)

F4Splat: Feed-Forward Predictive Densification for Feed-Forward 3D Gaussian Splatting
por: Kim, Injae, et al.
Publicado: (2026)

Feed-Forward 3D Gaussian Splatting Compression with Long-Context Modeling
por: Liu, Zhening, et al.
Publicado: (2025)

UFV-Splatter: Pose-Free Feed-Forward 3D Gaussian Splatting Adapted to Unfavorable Views
por: Fujimura, Yuki, et al.
Publicado: (2025)

AnySplat: Feed-forward 3D Gaussian Splatting from Unconstrained Views
por: Jiang, Lihan, et al.
Publicado: (2025)

ForeSplat: Optimization-Aware Foresight for Feed-Forward 3D Gaussian Splatting
por: Li, Yuke, et al.
Publicado: (2026)

SVGS: Single-View to 3D Object Editing via Gaussian Splatting
por: Xue, Pengcheng, et al.
Publicado: (2026)

DenoiseSplat: Feed-Forward Gaussian Splatting for Noisy 3D Scene Reconstruction
por: Jiang, Fuzhen, et al.
Publicado: (2026)

SemGS: Feed-Forward Semantic 3D Gaussian Splatting from Sparse Views for Generalizable Scene Understanding
por: Ye, Sheng, et al.
Publicado: (2026)

SRSplat: Feed-Forward Super-Resolution Gaussian Splatting from Sparse Multi-View Images
por: Hu, Xinyuan, et al.
Publicado: (2025)

HiSplat: Hierarchical 3D Gaussian Splatting for Generalizable Sparse-View Reconstruction
por: Tang, Shengji, et al.
Publicado: (2024)

VolSplat: Rethinking Feed-Forward 3D Gaussian Splatting with Voxel-Aligned Prediction
por: Wang, Weijie, et al.
Publicado: (2025)

RUSplatting: Robust 3D Gaussian Splatting for Sparse-View Underwater Scene Reconstruction
por: Jiang, Zhuodong, et al.
Publicado: (2025)

3D Gaussian Splatting Driven Multi-View Robust Physical Adversarial Camouflage Generation
por: Lou, Tianrui, et al.
Publicado: (2025)

AirSplat: Alignment and Rating for Robust Feed-Forward 3D Gaussian Splatting
por: Bui, Minh-Quan Viet, et al.
Publicado: (2026)

SplatFlow: Multi-View Rectified Flow Model for 3D Gaussian Splatting Synthesis
por: Go, Hyojun, et al.
Publicado: (2024)

GaussCtrl: Multi-View Consistent Text-Driven 3D Gaussian Splatting Editing
por: Wu, Jing, et al.
Publicado: (2024)

G-Style: Stylized Gaussian Splatting
por: Kovács, Áron Samuel, et al.
Publicado: (2024)

DiNAT-IR: Exploring Dilated Neighborhood Attention for High-Quality Image Restoration
por: Liu, Hanzhou, et al.
Publicado: (2025)

DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains
por: Liu, Hanzhou, et al.
Publicado: (2024)

Spec-Gaussian: Anisotropic View-Dependent Appearance for 3D Gaussian Splatting
por: Yang, Ziyi, et al.
Publicado: (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	"es"
ui	"standard"
VUFIND_SESSION	"268b20ac660fcd037f2c9b2094b5a029"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790786313.9257 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "268b20ac660fcd037f2c9b2094b5a029" ]`]
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=es; ui=standard; VUFIND_SESSION=268b20ac660fcd037f2c9b2094b5a029"
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	"9771"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2509_26455/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2509_26455/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790786313.9204
REQUEST_TIME	1790786313

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler