Unsupervised Search for Ethnic Minorities' Medical Segmentation Training Set

Fuente: arXiv

Gespeichert in:

Bibliographische Detailangaben
Hauptverfasser:	Chen, Yixiao, Yao, Yue, Yang, Ruining, Hossain, Md Zakir, Gupta, Ashu, Gedeon, Tom
Format:	Preprint
Veröffentlicht:	2025
Schlagworte:	Computer Vision and Pattern Recognition
Online-Zugang:	Acceder al recurso
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!

Ähnliche Einträge

Bipartite Mode Matching for Vision Training Set Search from a Hierarchical Data Server
von: Yao, Yue, et al.
Veröffentlicht: (2026)

MADE-for-ASD: A Multi-Atlas Deep Ensemble Network for Diagnosing Autism Spectrum Disorder
von: Liu, Xuehan, et al.
Veröffentlicht: (2024)

Privacy-Preserving Empathy Detection in Video Interactions
von: Hasan, Md Rakibul, et al.
Veröffentlicht: (2025)

A Utility-preserving De-identification Pipeline for Cross-hospital Radiology Data Sharing
von: Liu, Chenhao, et al.
Veröffentlicht: (2026)

From Static to Dynamic: a Survey of Topology-Aware Perception in Autonomous Driving
von: Chen, Yixiao, et al.
Veröffentlicht: (2025)

A Closer Look at the Robustness of Contrastive Language-Image Pre-Training (CLIP)
von: Tu, Weijie, et al.
Veröffentlicht: (2024)

SRLoRA: Subspace Recomposition in Low-Rank Adaptation via Importance-Based Fusion and Reinitialization
von: Yang, Haodong, et al.
Veröffentlicht: (2025)

Spatial Transcriptomics Analysis of Zero-shot Gene Expression Prediction
von: Yang, Yan, et al.
Veröffentlicht: (2024)

OmniOCR: Generalist OCR for Ethnic Minority Languages
von: Liu, Bonan, et al.
Veröffentlicht: (2026)

Toward a Holistic Evaluation of Robustness in CLIP Models
von: Tu, Weijie, et al.
Veröffentlicht: (2024)

Circle Representation for Medical Instance Object Segmentation
von: Xiong, Juming, et al.
Veröffentlicht: (2024)

Image Translation-Based Unsupervised Cross-Modality Domain Adaptation for Medical Image Segmentation
von: Yang, Tao, et al.
Veröffentlicht: (2025)

Revealing the Semantic Selection Gap in DINOv3 through Training-Free Few-Shot Segmentation
von: Zakir, Hussni Mohd, et al.
Veröffentlicht: (2026)

Segment Any Class (SAC): Multi-Class Few-Shot Semantic Segmentation via Class Region Proposals
von: Zakir, Hussni Mohd, et al.
Veröffentlicht: (2024)

Advancing Video Anomaly Detection: A Concise Review and a New Dataset
von: Zhu, Liyun, et al.
Veröffentlicht: (2024)

UVIS: Unsupervised Video Instance Segmentation
von: Huang, Shuaiyi, et al.
Veröffentlicht: (2024)

Multiverse Through Deepfakes: The MultiFakeVerse Dataset of Person-Centric Visual and Conceptual Manipulations
von: Gupta, Parul, et al.
Veröffentlicht: (2025)

Pavlok-Nudge: A Feedback Mechanism for Atomic Behaviour Modification with Snoring Usecase
von: Hasan, Md Rakibul, et al.
Veröffentlicht: (2023)

Quantitative Currency Evaluation in Low-Resource Settings through Pattern Analysis to Assist Visually Impaired Users
von: Ovi, Md Sultanul Islam, et al.
Veröffentlicht: (2025)

PLoc: A New Evaluation Criterion Based on Physical Location for Autonomous Driving Datasets
von: Yang, Ruining, et al.
Veröffentlicht: (2024)

FPL+: Filtered Pseudo Label-based Unsupervised Cross-Modality Adaptation for 3D Medical Image Segmentation
von: Wu, Jianghao, et al.
Veröffentlicht: (2024)

Thought Graph Traversal for Test-time Scaling in Chest X-ray VLLMs
von: Yao, Yue, et al.
Veröffentlicht: (2025)

Unsupervised Pre-Training for 3D Leaf Instance Segmentation
von: Roggiolani, Gianmarco, et al.
Veröffentlicht: (2024)

MedConcept: Unsupervised Concept Discovery for Interpretability in Medical VLMs
von: Haque, Md Rakibul, et al.
Veröffentlicht: (2026)

UAV (Unmanned Aerial Vehicles): Diverse Applications of UAV Datasets in Segmentation, Classification, Detection, and Tracking
von: Rahman, Md. Mahfuzur, et al.
Veröffentlicht: (2024)

Rethinking Barely-Supervised Volumetric Medical Image Segmentation from an Unsupervised Domain Adaptation Perspective
von: Shen, Zhiqiang, et al.
Veröffentlicht: (2024)

Deep transfer learning for image classification: a survey
von: Plested, Jo, et al.
Veröffentlicht: (2022)

PFPs: Prompt-guided Flexible Pathological Segmentation for Diverse Potential Outcomes Using Large Vision and Language Models
von: Cui, Can, et al.
Veröffentlicht: (2024)

CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation
von: Liu, Chen, et al.
Veröffentlicht: (2022)

Evaluating the Visual Similarity of Southwest China's Ethnic Minority Brocade Based on Deep Learning
von: Liu, Shichen, et al.
Veröffentlicht: (2024)

PointGS: Semantic-Consistent Unsupervised 3D Point Cloud Segmentation with 3D Gaussian Splatting
von: Song, Yixiao, et al.
Veröffentlicht: (2026)

FreqSelect: Frequency-Aware fMRI-to-Image Reconstruction
von: Ye, Junliang, et al.
Veröffentlicht: (2025)

A Lightweight Clustering Framework for Unsupervised Semantic Segmentation
von: Cheung, Yau Shing Jonathan, et al.
Veröffentlicht: (2023)

Segment Anyword: Mask Prompt Inversion for Open-Set Grounded Segmentation
von: Liu, Zhihua, et al.
Veröffentlicht: (2025)

How Good LLMs Are at Answering Bangla Medical Visual Questions? Dataset and Benchmarking
von: Ahmed, Rafid, et al.
Veröffentlicht: (2026)

Boosting Unsupervised Video Instance Segmentation with Automatic Quality-Guided Self-Training
von: Lu, Kaixuan, et al.
Veröffentlicht: (2025)

MK-UNet: Multi-kernel Lightweight CNN for Medical Image Segmentation
von: Rahman, Md Mostafijur, et al.
Veröffentlicht: (2025)

Ranked from Within: Ranking Large Multimodal Models Without Labels
von: Tu, Weijie, et al.
Veröffentlicht: (2024)

SegTTA: Training-Free Test-Time Augmentation for Zero-Shot Medical Imaging Segmentation
von: Yao, Yihong, et al.
Veröffentlicht: (2026)

Unsupervised Integrated-Circuit Defect Segmentation via Image-Intrinsic Normality
von: Zhao, Botong, et al.
Veröffentlicht: (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
VUFIND_SESSION	"5631ba42bce5a139c899035d7f8aac03"
language	"de"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790918053.3187 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "5631ba42bce5a139c899035d7f8aac03" ]`]
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	"VUFIND_SESSION=5631ba42bce5a139c899035d7f8aac03; language=de; ui=standard"
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	"40573"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2501_02442/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2501_02442/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790918053.314
REQUEST_TIME	1790918053

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler