Pre to Post-Treatment Glioblastoma MRI Prediction using a Latent Diffusion Model

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Leclercq, Alexandre G., Bougleux, Sébastien, Moreau, Noémie N., Desmonts, Alexis, Hérault, Romain, Corroyer-Dulmont, Aurélien
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Computer Vision and Pattern Recognition Artificial Intelligence
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Self-Attention Based Multi-Scale Graph Auto-Encoder Network of 3D Meshes
di: Nazir, Saqib, et al.
Pubblicazione: (2025)

Predicting Patient Survival with Airway Biomarkers using nn-Unet/Radiomics
di: Mesbah, Zacharia, et al.
Pubblicazione: (2025)

Differential-UMamba: Rethinking Tumor Segmentation Under Limited Data Scenarios
di: Jain, Dhruv, et al.
Pubblicazione: (2025)

TD-Paint: Faster Diffusion Inpainting Through Time Aware Pixel Conditioning
di: Mayet, Tsiry, et al.
Pubblicazione: (2024)

Rainfall regression from C-band Synthetic Aperture Radar using Multi-Task Generative Adversarial Networks
di: Colin, Aurélien, et al.
Pubblicazione: (2024)

Context-aware Skin Cancer Epithelial Cell Classification with Scalable Graph Transformers
di: Sancéré, Lucas, et al.
Pubblicazione: (2026)

Self-Supervised ImageNet Representations for In Vivo Confocal Microscopy: Tortuosity Grading without Segmentation Maps
di: Ouan, Kim, et al.
Pubblicazione: (2026)

Treatment-wise Glioblastoma Survival Inference with Multi-parametric Preoperative MRI
di: Liu, Xiaofeng, et al.
Pubblicazione: (2024)

Lesion-Aware Post-Training of Latent Diffusion Models for Synthesizing Diffusion MRI from CT Perfusion
di: Lee, Junhyeok, et al.
Pubblicazione: (2025)

MRI Radiomics for IDH Genotype Prediction in Glioblastoma Diagnosis
di: Kozák, Stanislav
Pubblicazione: (2024)

The Multi-View Paradigm Shift in MRI Radiomics: Predicting MGMT Methylation in Glioblastoma
di: Miteva, Mariya, et al.
Pubblicazione: (2025)

Multi-Task Diffusion Approach For Prediction of Glioma Tumor Progression
di: Kebaili, Aghiles, et al.
Pubblicazione: (2025)

Treatment-aware Diffusion Probabilistic Model for Longitudinal MRI Generation and Diffuse Glioma Growth Prediction
di: Liu, Qinghui, et al.
Pubblicazione: (2023)

Multi-View MRI Approach for Classification of MGMT Methylation in Glioblastoma Patients
di: Alyahya, Rawan, et al.
Pubblicazione: (2025)

TumorFlow: Physics-Guided Longitudinal MRI Synthesis of Glioblastoma Growth
di: Biller, Valentin, et al.
Pubblicazione: (2026)

Anatomically Guided Latent Diffusion for Brain MRI Progression Modeling
di: Wan, Cheng, et al.
Pubblicazione: (2026)

From Pre- to Intra-operative MRI: Predicting Brain Shift in Temporal Lobe Resection for Epilepsy Surgery
di: Peng, Jingjing, et al.
Pubblicazione: (2026)

Robust undulatory locomotion via neuromechanical adjustments in a dissipative medium
di: Ishimoto, Kenta, et al.
Pubblicazione: (2024)

Bending-compression coupling in extensible slender microswimmers
di: Ishimoto, Kenta, et al.
Pubblicazione: (2025)

Glioblastoma Overall Survival Prediction With Vision Transformers
di: Lin, Yin, et al.
Pubblicazione: (2025)

JLT: Clean-Latent Prediction in Latent Diffusion Transformers
di: Fu, Funing, et al.
Pubblicazione: (2026)

Pre- and Post-Treatment Glioma Segmentation with the Medical Imaging Segmentation Toolkit
di: Celaya, Adrian, et al.
Pubblicazione: (2025)

Inpainting Pathology in Lumbar Spine MRI with Latent Diffusion
di: Hansen, Colin, et al.
Pubblicazione: (2024)

Physics-Informed Latent Diffusion for Multimodal Brain MRI Synthesis
di: Lüpke, Sven, et al.
Pubblicazione: (2024)

Unpaired Volumetric Harmonization of Brain MRI with Conditional Latent Diffusion
di: Wu, Mengqi, et al.
Pubblicazione: (2024)

Pixel-Space Post-Training of Latent Diffusion Models
di: Zhang, Christina, et al.
Pubblicazione: (2024)

Pre- to Post-Contrast Breast MRI Synthesis for Enhanced Tumour Segmentation
di: Osuala, Richard, et al.
Pubblicazione: (2023)

DPBridge: Latent Diffusion Bridge for Dense Prediction
di: Ji, Haorui, et al.
Pubblicazione: (2024)

Synthetic Face Datasets Generation via Latent Space Exploration from Brownian Identity Diffusion
di: Geissbühler, David, et al.
Pubblicazione: (2024)

CardioDiT: Latent Diffusion Transformers for 4D Cardiac MRI Synthesis
di: Seyfarth, Marvin, et al.
Pubblicazione: (2026)

Beyond the Encoder: Joint Encoder-Decoder Contrastive Pre-Training Improves Dense Prediction
di: Quetin, Sébastien, et al.
Pubblicazione: (2025)

Multiscale Structure-Guided Latent Diffusion for Multimodal MRI Translation
di: Lin, Jianqiang, et al.
Pubblicazione: (2026)

An Efficient 3D Latent Diffusion Model for T1-contrast Enhanced MRI Generation
di: Eidex, Zach, et al.
Pubblicazione: (2025)

Data Augmentation via Latent Diffusion for Saliency Prediction
di: Aydemir, Bahar, et al.
Pubblicazione: (2024)

Multiple Noises in Diffusion Model for Semi-Supervised Multi-Domain Translation
di: Mayet, Tsiry, et al.
Pubblicazione: (2023)

MESA: Text-Driven Terrain Generation Using Latent Diffusion and Global Copernicus Data
di: Borne--Pons, Paul, et al.
Pubblicazione: (2025)

RGB Pre-Training Enhanced Unobservable Feature Latent Diffusion Model for Spectral Reconstruction
di: Deng, Keli, et al.
Pubblicazione: (2025)

Blind Inversion using Latent Diffusion Priors
di: Bai, Weimin, et al.
Pubblicazione: (2024)

AMAP-APP: Efficient Segmentation and Morphometry Quantification of Fluorescent Microscopy Images of Podocytes
di: Fatehi, Arash, et al.
Pubblicazione: (2026)

Temporal and Spatial Super Resolution with Latent Diffusion Model in Medical MRI images
di: Dubey, Vishal
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"
language	"it"
VUFIND_SESSION	"a5738a277746488b1f7aefb35f6d1152"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790843737.0535 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "a5738a277746488b1f7aefb35f6d1152" ]`]
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=a5738a277746488b1f7aefb35f6d1152"
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	"6990"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2510_17851/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2510_17851/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790843737.0443
REQUEST_TIME	1790843737

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler