Human Perception-Inspired Grain Segmentation Refinement Using Conditional Random Fields

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Aksoy, Doruk, Xin, Huolin L., Rupert, Timothy J., Bowman, William J.
Natura:	Preprint
Pubblicazione:	2023
Soggetti:	Materials Science Computer Vision and Pattern Recognition
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

A Machine Learning Framework for the Prediction of Grain Boundary Segregation in Chemically Complex Environments
di: Aksoy, Doruk, et al.
Pubblicazione: (2024)

Leveraging Modified Ex Situ Tomography Data for Segmentation of In Situ Synchrotron X-Ray Computed Tomography
di: Manchester, Tristan, et al.
Pubblicazione: (2025)

Predicting Performance of Object Detection Models in Electron Microscopy Using Random Forests
di: Li, Ni, et al.
Pubblicazione: (2025)

Segment Anything Model for Grain Characterization in Hard Drive Design
di: Nichols, Kai, et al.
Pubblicazione: (2024)

Geometric Analysis of Magnetic Labyrinthine Stripe Evolution via U-Net Segmentation
di: Okubo, Vinícius Yu, et al.
Pubblicazione: (2025)

MatSSL: Robust Self-Supervised Representation Learning for Metallographic Image Segmentation
di: Nguyen, Hoang Hai Nam, et al.
Pubblicazione: (2025)

Accelerating Domain-Aware Electron Microscopy Analysis Using Deep Learning Models with Synthetic Data and Image-Wide Confidence Scoring
di: Lynch, Matthew J., et al.
Pubblicazione: (2024)

Generative Image Restoration and Super-Resolution using Physics-Informed Synthetic Data for Scanning Tunneling Microscopy
di: Kolev, Nikola L., et al.
Pubblicazione: (2025)

SAM-I-Am: Semantic Boosting for Zero-shot Atomic-Scale Electron Micrograph Segmentation
di: Abebe, Waqwoya, et al.
Pubblicazione: (2024)

Automated and Scalable SEM Image Analysis of Perovskite Solar Cell Materials via a Deep Segmentation Framework
di: Pan, Jian Guo, et al.
Pubblicazione: (2025)

AI-assisted Human-in-the-Loop Web Platform for Structural Characterization in Hard drive design
di: Pratiush, Utkarsh, et al.
Pubblicazione: (2026)

Conditional Random Fields for Interactive Refinement of Histopathological Predictions
di: Godelaine, Tiffanie, et al.
Pubblicazione: (2026)

Benchmarking Machine Learning Approaches for Polarization Mapping in Ferroelectrics Using 4D-STEM
di: Martinc, Matej, et al.
Pubblicazione: (2026)

Maybe you don't need a U-Net: convolutional feature upsampling for materials micrograph segmentation
di: Docherty, Ronan, et al.
Pubblicazione: (2025)

Machine Learning for Identifying Grain Boundaries in Scanning Electron Microscopy (SEM) Images of Nanoparticle Superlattices
di: Paruchuri, Aanish, et al.
Pubblicazione: (2025)

What DINO saw: ALiBi positional encoding reduces positional bias in Vision Transformers
di: Pawlowsky, Moritz, et al.
Pubblicazione: (2026)

Deep learning denoising unlocks quantitative insights in operando materials microscopy
di: Degnan-Morgenstern, Samuel, et al.
Pubblicazione: (2025)

Physics Informed Generative AI Enabling Labour Free Segmentation For Microscopy Analysis
di: Zahran, Salma, et al.
Pubblicazione: (2026)

Spatial-Temporal Conditional Random Field for Human Trajectory Prediction
di: Han, Pengqian, et al.
Pubblicazione: (2023)

Scene Graph Generation via Conditional Random Fields
di: Cong, Weilin, et al.
Pubblicazione: (2018)

Autonomous Diffractometry Enabled by Visual Reinforcement Learning
di: Oppliger, J., et al.
Pubblicazione: (2026)

Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials Analysis and Design
di: Buehler, Markus J.
Pubblicazione: (2024)

DiffRenderGAN: Addressing Training Data Scarcity in Deep Segmentation Networks for Quantitative Nanomaterial Analysis through Differentiable Rendering and Generative Modelling
di: Possart, Dennis, et al.
Pubblicazione: (2025)

GrainPaint: A multi-scale diffusion-based generative model for microstructure reconstruction of large-scale objects
di: Hoffman, Nathan, et al.
Pubblicazione: (2025)

PolyCrysDiff: Controllable Generation of Three-Dimensional Computable Polycrystalline Material Structures
di: Chen, Chi, et al.
Pubblicazione: (2026)

SparseC-AFM: a deep learning method for fast and accurate characterization of MoS$_2$ with C-AFM
di: Harris, Levi, et al.
Pubblicazione: (2025)

Rejoining fragmented ancient bamboo slips with physics-driven deep learning
di: Zhu, Jinchi, et al.
Pubblicazione: (2025)

Machine Learning Enabled Graph Analysis of Particulate Composites: Application to Solid-state Battery Cathodes
di: Li, Zebin, et al.
Pubblicazione: (2025)

Towards Space Group Determination from EBSD Patterns: The Role of Deep Learning and High-throughput Dynamical Simulations
di: Yan, Alfred, et al.
Pubblicazione: (2025)

Creating a Microstructure Latent Space with Rich Material Information for Multiphase Alloy Design
di: Ma, Xudong, et al.
Pubblicazione: (2024)

Generative diffusion modeling protocols for improving the Kikuchi pattern indexing in electron back-scatter diffraction
di: Prajapat, Meghraj, et al.
Pubblicazione: (2025)

Multi-View Neural 3D Reconstruction of Micro-/Nanostructures with Atomic Force Microscopy
di: Chen, Shuo, et al.
Pubblicazione: (2024)

Evaluating Synthetic Images as Effective Substitutes for Experimental Data in Surface Roughness Classification
di: Chen, Binwei, et al.
Pubblicazione: (2026)

Limited-angle x-ray nano-tomography with machine-learning enabled iterative reconstruction engine
di: Zhao, Chonghang, et al.
Pubblicazione: (2025)

Atom identification in bilayer moire materials with Gomb-Net
di: Houston, Austin C., et al.
Pubblicazione: (2025)

Micro-Fracture Detection in Photovoltaic Cells with Hardware-Constrained Devices and Computer Vision
di: Faassen, Booy Vitas, et al.
Pubblicazione: (2024)

Fine-tuning a vision-language model for fracture-surface morphology recognition
di: Liu, Quanliang, et al.
Pubblicazione: (2026)

Digital Fingerprinting of Microstructures
di: White, Michael D., et al.
Pubblicazione: (2022)

Gaussian Based Adaptive Multi-Modal 3D Semantic Occupancy Prediction
di: Doruk, A. Enes
Pubblicazione: (2026)

SAM$^{*}$: Task-Adaptive SAM with Physics-Guided Rewards
di: Barakati, Kamyar, et al.
Pubblicazione: (2025)

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	"it"
ui	"standard"
VUFIND_SESSION	"614ae75d0f72f080275bf113dcc86291"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790883815.479 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "614ae75d0f72f080275bf113dcc86291" ]`]
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=it; ui=standard; VUFIND_SESSION=614ae75d0f72f080275bf113dcc86291"
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	"46340"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2312_09968/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2312_09968/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790883815.4748
REQUEST_TIME	1790883815

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler