A Large Convolutional Neural Network for Clinical Target and Multi-organ Segmentation in Gynecologic Brachytherapy with Multi-stage Learning

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Hu, Mingzhe, Gao, Yuan, Li, Yuheng, Qiu, Ricahrd LJ, Chang, Chih-Wei, Shah, Keyur D., Kapoor, Priyanka, Bradshaw, Beth, Shao, Yuan, Roper, Justin, Remick, Jill, Tian, Zhen, Yang, Xiaofeng
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

Limited-Angle CBCT Reconstruction via Geometry-Integrated Cycle-domain Denoising Diffusion Probabilistic Models
di: Gao, Yuan, et al.
Pubblicazione: (2025)

Unifying Biomedical Vision-Language Expertise: Towards a Generalist Foundation Model via Multi-CLIP Knowledge Distillation
di: Wang, Shansong, et al.
Pubblicazione: (2025)

A Comparative Dosimetric Study of Proton and Photon Therapy in Stereotactic Arrhythmia Radioablation for Ventricular Tachycardia
di: Shah, Keyur D., et al.
Pubblicazione: (2025)

Photon-Counting CT in Cancer Radiotherapy: Technological Advances and Clinical Benefits
di: Shah, Keyur D., et al.
Pubblicazione: (2024)

Stereotactic Arrhythmia Radioablation for Refractory Ventricular Tachycardia: A Narrative Review and Exploratory Pooled Analysis of Clinical Outcomes and Toxicity
di: Shah, Keyur D., et al.
Pubblicazione: (2025)

Stereotactic arrhythmia radioablation for refractory ventricular tachycardia: A narrative review and pooled analysis of clinical outcomes and treatment delivery approaches
di: Keyur D. Shah, et al.
Pubblicazione: (2026)

Avance en el comercio mundial de los pescados y mariscos = Progress in Developing the Global Seafood Trade
di: W. Coleman, Ricahrd
Pubblicazione: (2007)

Triad: Vision Foundation Model for 3D Magnetic Resonance Imaging
di: Wang, Shansong, et al.
Pubblicazione: (2025)

A Digital Twin Framework for Adaptive Treatment Planning in Radiotherapy
di: Chang, Chih-Wei, et al.
Pubblicazione: (2025)

brennaremick/MYXV_M003-1_RNAseq_1: MYXV_M003-1_RNAseq_1
di: Brenna Remick
Pubblicazione: (2025)

Multi‐group deformable convolution network for 3D medical image segmentation
di: Yuheng Li, et al.
Pubblicazione: (2025)

A Review of Artificial Intelligence in Brachytherapy
di: Chen, Jingchu, et al.
Pubblicazione: (2024)

Multi-View Deformable Convolution Meets Visual Mamba for Coronary Artery Segmentation
di: Yuan, Xiaochan, et al.
Pubblicazione: (2026)

DINOv3 with Test-Time Training for Medical Image Registration
di: Wang, Shansong, et al.
Pubblicazione: (2025)

Dual-Energy Cone-Beam CT Using Two Complementary Limited-Angle Scans with A Projection-Consistent Diffusion Model
di: Peng, Junbo, et al.
Pubblicazione: (2024)

Quebec Automobile Insurance Question-Answering With Retrieval-Augmented Generation
di: Beauchemin, David, et al.
Pubblicazione: (2024)

Automatic Treatment Planning using Reinforcement Learning for High-dose-rate Prostate Brachytherapy
di: Wang, Tonghe, et al.
Pubblicazione: (2025)

CT‐based synthetic iodine map generation using conditional denoising diffusion probabilistic model
di: Yuan Gao, et al.
Pubblicazione: (2024)

Dealing with Segmentation Errors in Needle Reconstruction for MRI-Guided Brachytherapy
di: Kostoulas, Vangelis, et al.
Pubblicazione: (2025)

Image‐domain material decomposition for dual‐energy CT using unsupervised learning with data‐fidelity loss
di: Junbo Peng, et al.
Pubblicazione: (2024)

MRI‐based prostate cancer classification using 3D efficient capsule network
di: Yuheng Li, et al.
Pubblicazione: (2024)

Journal of Contemporary Brachytherapy
Pubblicazione: (2016)

MedDINOv3: How to adapt vision foundation models for medical image segmentation?
di: Li, Yuheng, et al.
Pubblicazione: (2025)

Improving Deformable Image Registration Accuracy through a Hybrid Similarity Metric and CycleGAN Based Auto-Segmentation
di: Shah, Keyur D., et al.
Pubblicazione: (2024)

Multi-Channel Multi-Speaker ASR Using Target Speaker's Solo Segment
di: Shao, Yiwen, et al.
Pubblicazione: (2024)

RoMedFormer: A Rotary-Embedding Transformer Foundation Model for 3D Genito-Pelvic Structure Segmentation in MRI and CT
di: Li, Yuheng, et al.
Pubblicazione: (2025)

Mammo-CLIP: Leveraging Contrastive Language-Image Pre-training (CLIP) for Enhanced Breast Cancer Diagnosis with Multi-view Mammography
di: Chen, Xuxin, et al.
Pubblicazione: (2024)

BrainDINO: A Brain MRI Foundation Model for Generalizable Clinical Representation Learning
di: Wu, Yizhou, et al.
Pubblicazione: (2026)

Multi-needle Localization for Pelvic Seed Implant Brachytherapy based on Tip-handle Detection and Matching
di: Xiao, Zhuo, et al.
Pubblicazione: (2025)

Progress in the Research of Cuproptosis and Possible Targets for Gynecological Cancers
di: Ying Tian, et al.
Pubblicazione: (2026)

Multi-Target Tracking with Transferable Convolutional Neural Networks
di: Owerko, Damian, et al.
Pubblicazione: (2022)

TagSpeech: End-to-End Multi-Speaker ASR and Diarization with Fine-Grained Temporal Grounding
di: Huo, Mingyue, et al.
Pubblicazione: (2026)

HyCTAS: Multi-Objective Hybrid Convolution-Transformer Architecture Search for Real-Time Image Segmentation
di: Yu, Hongyuan, et al.
Pubblicazione: (2024)

Polymorphisms and Their Haplotype Combinations in the Lysozyme Gene Associated with the Production Traits of a Chinese Native Chicken Breed
di: LJ Yan
Pubblicazione: (2017)

Effect of Heat Stress on the Expression of GABA Receptor mRNA in the HPG Axis of Wenchang Chickens
di: LJ Xie
Pubblicazione: (2016)

Multi-Stain Multi-Level Convolutional Network for Multi-Tissue Breast Cancer Image Segmentation
di: Modi, Akash, et al.
Pubblicazione: (2024)

Beyond Detection: Multi-Scale Hidden-Code for Natural Image Deepfake Recovery and Factual Retrieval
di: Chen, Yuan-Chih, et al.
Pubblicazione: (2026)

Mental load at the intersection of migration, motherhood and work
di: Priyanka Dwivedi, et al.
Pubblicazione: (2024)

MTSIC: Multi-stage Transformer-based GAN for Spectral Infrared Image Colorization
di: Liu, Tingting, et al.
Pubblicazione: (2025)

Disentangling Prompt Dependence to Evaluate Segmentation Reliability in Gynecological MRI
di: Germani, Elodie, et al.
Pubblicazione: (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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
ui	"standard"
VUFIND_SESSION	"483cdd3c7beb746b0e55297779baedcc"
language	"it"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790979727.6785 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "483cdd3c7beb746b0e55297779baedcc" ]`]
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=483cdd3c7beb746b0e55297779baedcc; 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	"216.73.217.142"
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	"38436"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2506_01073/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2506_01073/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790979727.6718
REQUEST_TIME	1790979727

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler