Seg-Wild: Interactive Segmentation based on 3D Gaussian Splatting for Unconstrained Image Collections

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Bao, Yongtang, Tang, Chengjie, Wang, Yuze, Li, Haojie
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Computer Vision and Pattern Recognition
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Gaussian in the Wild: 3D Gaussian Splatting for Unconstrained Image Collections
di: Zhang, Dongbin, et al.
Pubblicazione: (2024)

Taking Language Embedded 3D Gaussian Splatting into the Wild
di: Wang, Yuze, et al.
Pubblicazione: (2025)

WE-GS: An In-the-wild Efficient 3D Gaussian Representation for Unconstrained Photo Collections
di: Wang, Yuze, et al.
Pubblicazione: (2024)

WildSplatter: Feed-forward 3D Gaussian Splatting with Appearance Control from Unconstrained Images
di: Fujimura, Yuki, et al.
Pubblicazione: (2026)

Micro-macro Wavelet-based Gaussian Splatting for 3D Reconstruction from Unconstrained Images
di: Li, Yihui, et al.
Pubblicazione: (2025)

SmileSplat: Generalizable Gaussian Splats for Unconstrained Sparse Images
di: Li, Yanyan, et al.
Pubblicazione: (2024)

NexusSplats: Efficient 3D Gaussian Splatting in the Wild
di: Tang, Yuzhou, et al.
Pubblicazione: (2024)

WildGaussians: 3D Gaussian Splatting in the Wild
di: Kulhanek, Jonas, et al.
Pubblicazione: (2024)

WildSeg3D: Segment Any 3D Objects in the Wild from 2D Images
di: Guo, Yansong, et al.
Pubblicazione: (2025)

GaRe: Relightable 3D Gaussian Splatting for Outdoor Scenes from Unconstrained Photo Collections
di: Bai, Haiyang, et al.
Pubblicazione: (2025)

R3GS: Gaussian Splatting for Robust Reconstruction and Relocalization in Unconstrained Image Collections
di: yan, Xu, et al.
Pubblicazione: (2025)

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

iSegMan: Interactive Segment-and-Manipulate 3D Gaussians
di: Zhao, Yian, et al.
Pubblicazione: (2025)

SegSplat: Feed-forward Gaussian Splatting and Open-Set Semantic Segmentation
di: Siegel, Peter, et al.
Pubblicazione: (2025)

Splatfacto-W: A Nerfstudio Implementation of Gaussian Splatting for Unconstrained Photo Collections
di: Xu, Congrong, et al.
Pubblicazione: (2024)

DroneSplat: 3D Gaussian Splatting for Robust 3D Reconstruction from In-the-Wild Drone Imagery
di: Tang, Jiadong, et al.
Pubblicazione: (2025)

ReferSplat: Referring Segmentation in 3D Gaussian Splatting
di: He, Shuting, et al.
Pubblicazione: (2025)

Sparse-View 3D Gaussian Splatting in the Wild
di: Park, Wongi, et al.
Pubblicazione: (2026)

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

SCARF: Scalable Continual Learning Framework for Memory-efficient Multiple Neural Radiance Fields
di: Wang, Yuze, et al.
Pubblicazione: (2024)

FastAvatar: Instant 3D Gaussian Splatting for Faces from Single Unconstrained Poses
di: Liang, Hao, et al.
Pubblicazione: (2025)

Micro-macro Gaussian Splatting with Enhanced Scalability for Unconstrained Scene Reconstruction
di: Li, Yihui, et al.
Pubblicazione: (2025)

SplatMesh: Interactive 3D Segmentation and Editing Using Mesh-Based Gaussian Splatting
di: Zhou, Kaichen, et al.
Pubblicazione: (2023)

Segment then Splat: Unified 3D Open-Vocabulary Segmentation via Gaussian Splatting
di: Lu, Yiren, et al.
Pubblicazione: (2025)

Robust Neural Rendering in the Wild with Asymmetric Dual 3D Gaussian Splatting
di: Li, Chengqi, et al.
Pubblicazione: (2025)

GradiSeg: Gradient-Guided Gaussian Segmentation with Enhanced 3D Boundary Precision
di: Li, Zehao, et al.
Pubblicazione: (2024)

SplatLoc: 3D Gaussian Splatting-based Visual Localization for Augmented Reality
di: Zhai, Hongjia, et al.
Pubblicazione: (2024)

SparseGS-W: Sparse-View 3D Gaussian Splatting in the Wild with Generative Priors
di: Li, Yiqing, et al.
Pubblicazione: (2025)

DreamScene360: Unconstrained Text-to-3D Scene Generation with Panoramic Gaussian Splatting
di: Zhou, Shijie, et al.
Pubblicazione: (2024)

iSeg: Interactive 3D Segmentation via Interactive Attention
di: Lang, Itai, et al.
Pubblicazione: (2024)

SkySeg: Collaborative Onboard Semantic Segmentation with Heterogeneous UAVs in the Wild
di: Lu, Anqi, et al.
Pubblicazione: (2026)

Structure-Aware Fine-Grained Gaussian Splatting for Expressive Avatar Reconstruction
di: Su, Yuze, et al.
Pubblicazione: (2026)

CrashSplat: 2D to 3D Vehicle Damage Segmentation in Gaussian Splatting
di: Chileban, Dragoş-Andrei, et al.
Pubblicazione: (2025)

Diffusion-Guided Gaussian Splatting for Large-Scale Unconstrained 3D Reconstruction and Novel View Synthesis
di: Mithun, Niluthpol Chowdhury, et al.
Pubblicazione: (2025)

SegVol: Universal and Interactive Volumetric Medical Image Segmentation
di: Du, Yuxin, et al.
Pubblicazione: (2023)

ForestSplats: Deformable transient field for Gaussian Splatting in the Wild
di: Park, Wongi, et al.
Pubblicazione: (2025)

LangSplat: 3D Language Gaussian Splatting
di: Qin, Minghan, et al.
Pubblicazione: (2023)

NG-GS: NeRF-Guided 3D Gaussian Splatting Segmentation
di: He, Yi, et al.
Pubblicazione: (2026)

Segmentation-Driven Initialization for Sparse-view 3D Gaussian Splatting
di: Li, Yi-Hsin, et al.
Pubblicazione: (2025)

SplatFormer: Point Transformer for Robust 3D Gaussian Splatting
di: Chen, Yutong, et al.
Pubblicazione: (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
ui	"standard"
VUFIND_SESSION	"ed76789417e352e3e983bb8391524723"
language	"it"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790867848.1566 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "ed76789417e352e3e983bb8391524723" ]`]
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	"ui=standard; VUFIND_SESSION=ed76789417e352e3e983bb8391524723; language=it"
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	"40737"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2507_07395/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2507_07395/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790867848.1524
REQUEST_TIME	1790867848

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler