GIGP: A Global Information Interacting and Geometric Priors Focusing Framework for Semi-supervised Medical Image Segmentation

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Yu, Lianyuan, Guo, Xiuzhen, Shi, Ji, Wang, Hongxiao, Li, Hongwei
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

Diff-CL: A Novel Cross Pseudo-Supervision Method for Semi-supervised Medical Image Segmentation
di: Guo, Xiuzhen, et al.
Pubblicazione: (2025)

Decoupled Competitive Framework for Semi-supervised Medical Image Segmentation
di: Chen, Jiahe, et al.
Pubblicazione: (2025)

Staged Voxel-Level Deep Reinforcement Learning for 3D Medical Image Segmentation with Noisy Annotations
di: Fu, Yuyang, et al.
Pubblicazione: (2026)

Background Matters: A Cross-view Bidirectional Modeling Framework for Semi-supervised Medical Image Segmentation
di: Cao, Luyang, et al.
Pubblicazione: (2025)

Diversity-enhanced Collaborative Mamba for Semi-supervised Medical Image Segmentation
di: Li, Shumeng, et al.
Pubblicazione: (2025)

Dual Teacher-Student Learning for Semi-supervised Medical Image Segmentation
di: Zhang, Pengchen, et al.
Pubblicazione: (2025)

Text-driven Multiplanar Visual Interaction for Semi-supervised Medical Image Segmentation
di: Huang, Kaiwen, et al.
Pubblicazione: (2025)

Alternate Diverse Teaching for Semi-supervised Medical Image Segmentation
di: Zhao, Zhen, et al.
Pubblicazione: (2023)

Stitching, Fine-tuning, Re-training: A SAM-enabled Framework for Semi-supervised 3D Medical Image Segmentation
di: Li, Shumeng, et al.
Pubblicazione: (2024)

Vision-Language Enhanced Foundation Model for Semi-supervised Medical Image Segmentation
di: Guo, Jiaqi, et al.
Pubblicazione: (2025)

Semi-supervised Medical Image Segmentation via Query Distribution Consistency
di: Wu, Rong, et al.
Pubblicazione: (2023)

The Devil is in the Statistics: Mitigating and Exploiting Statistics Difference for Generalizable Semi-supervised Medical Image Segmentation
di: Qiu, Muyang, et al.
Pubblicazione: (2024)

FRCNet Frequency and Region Consistency for Semi-supervised Medical Image Segmentation
di: He, Along, et al.
Pubblicazione: (2024)

Cross Prompting Consistency with Segment Anything Model for Semi-supervised Medical Image Segmentation
di: Miao, Juzheng, et al.
Pubblicazione: (2024)

FedSemiDG: Domain Generalized Federated Semi-supervised Medical Image Segmentation
di: Deng, Zhipeng, et al.
Pubblicazione: (2025)

Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation
di: Ma, Qinghe, et al.
Pubblicazione: (2024)

Dual Structure-Aware Image Filterings for Semi-supervised Medical Image Segmentation
di: Gu, Yuliang, et al.
Pubblicazione: (2023)

Diagonal Hierarchical Consistency Learning for Semi-supervised Medical Image Segmentation
di: Koo, Heejoon
Pubblicazione: (2023)

Uncertainty-aware Cross-training for Semi-supervised Medical Image Segmentation
di: Huang, Kaiwen, et al.
Pubblicazione: (2025)

Mixed Prototype Consistency Learning for Semi-supervised Medical Image Segmentation
di: Li, Lijian
Pubblicazione: (2024)

An Evidential-enhanced Tri-Branch Consistency Learning Method for Semi-supervised Medical Image Segmentation
di: Zhang, Zhenxi, et al.
Pubblicazione: (2024)

Translation Consistent Semi-supervised Segmentation for 3D Medical Images
di: Liu, Yuyuan, et al.
Pubblicazione: (2022)

Inpainting is All You Need: A Diffusion-based Augmentation Method for Semi-supervised Medical Image Segmentation
di: Hu, Xinrong, et al.
Pubblicazione: (2025)

Dual-Scale Volume Priors with Wasserstein-Based Consistency for Semi-Supervised Medical Image Segmentation
di: Meng, Junying, et al.
Pubblicazione: (2025)

DualFete: Revisiting Teacher-Student Interactions from a Feedback Perspective for Semi-supervised Medical Image Segmentation
di: Yi, Le, et al.
Pubblicazione: (2025)

Learnable Prompting SAM-induced Knowledge Distillation for Semi-supervised Medical Image Segmentation
di: Huang, Kaiwen, et al.
Pubblicazione: (2024)

EPL: Evidential Prototype Learning for Semi-supervised Medical Image Segmentation
di: He, Yuanpeng
Pubblicazione: (2024)

Double Banking on Knowledge: Customized Modulation and Prototypes for Multi-Modality Semi-supervised Medical Image Segmentation
di: Chen, Yingyu, et al.
Pubblicazione: (2024)

Uncertainty-aware Evidential Fusion-based Learning for Semi-supervised Medical Image Segmentation
di: He, Yuanpeng, et al.
Pubblicazione: (2024)

Dual-scale Enhanced and Cross-generative Consistency Learning for Semi-supervised Medical Image Segmentation
di: Gu, Yunqi, et al.
Pubblicazione: (2023)

Uncertainty-Guided Cross Attention Ensemble Mean Teacher for Semi-supervised Medical Image Segmentation
di: Karri, Meghana, et al.
Pubblicazione: (2024)

DiffRect: Latent Diffusion Label Rectification for Semi-supervised Medical Image Segmentation
di: Liu, Xinyu, et al.
Pubblicazione: (2024)

Balancing Multi-Target Semi-Supervised Medical Image Segmentation with Collaborative Generalist and Specialists
di: Wang, You, et al.
Pubblicazione: (2025)

Robust Noisy Pseudo-label Learning for Semi-supervised Medical Image Segmentation Using Diffusion Model
di: Xi, Lin, et al.
Pubblicazione: (2025)

DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning for Semi-supervised Medical Image Segmentation
di: Assefa, Maregu, et al.
Pubblicazione: (2025)

Multimodal Information Interaction for Medical Image Segmentation
di: Fan, Xinxin, et al.
Pubblicazione: (2024)

SSL-MedSAM2: A Semi-supervised Medical Image Segmentation Framework Powered by Few-shot Learning of SAM2
di: Gong, Zhendi, et al.
Pubblicazione: (2025)

SM2C: Boost the Semi-supervised Segmentation for Medical Image by using Meta Pseudo Labels and Mixed Images
di: Wang, Yifei, et al.
Pubblicazione: (2024)

Semi-supervised Medical Image Segmentation via Geometry-aware Consistency Training
di: Liu, Zihang, et al.
Pubblicazione: (2022)

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"
language	"it"
VUFIND_SESSION	"abd1cafabbf1c6cac40346e242f14a8a"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790553422.5213 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "abd1cafabbf1c6cac40346e242f14a8a" ]`]
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; language=it; VUFIND_SESSION=abd1cafabbf1c6cac40346e242f14a8a"
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	"29467"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2503_09355/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2503_09355/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790553422.5128
REQUEST_TIME	1790553422

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler