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Bibliographic Details
Main Author:	Gimbert, Bastien
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition I.4.6; I.3.5
Online Access:	https://arxiv.org/abs/2602.21153
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Prototype Contrastive Consistency Learning for Semi-Supervised Medical Image Segmentation
by: He, Shihuan, et al.
Published: (2025)

Low-Cost Tree Crown Dieback Estimation Using Deep Learning-Based Segmentation
by: Allen, M. J., et al.
Published: (2024)

SAM Fewshot Finetuning for Anatomical Segmentation in Medical Images
by: Xie, Weiyi, et al.
Published: (2024)

AttEntropy: On the Generalization Ability of Supervised Semantic Segmentation Transformers to New Objects in New Domains
by: Lis, Krzysztof, et al.
Published: (2022)

Canonical Space Representation for 4D Panoptic Segmentation of Articulated Objects
by: Gomes, Manuel, et al.
Published: (2025)

A Second-Order Attention Mechanism For Prostate Cancer Segmentation and Detection in Bi-Parametric MRI
by: Ortiz, Mateo, et al.
Published: (2025)

Semi-Supervised Segmentation via Embedding Matching
by: Xie, Weiyi, et al.
Published: (2024)

A Storage-Efficient Feature for 3D Concrete Defect Segmentation to Replace Normal Vector
by: Hua, Linxin, et al.
Published: (2025)

Manual Labelling Artificially Inflates Deep Learning-Based Segmentation Performance on RGB Images of Closed Canopy: Validation Using TLS
by: Allen, Matthew J., et al.
Published: (2025)

HSDA: High-frequency Shuffle Data Augmentation for Bird's-Eye-View Map Segmentation
by: Glisson, Calvin, et al.
Published: (2024)

Intracoronary Optical Coherence Tomography Image Processing and Vessel Classification Using Machine Learning
by: Lahchim, Amal, et al.
Published: (2026)

Scalable Geospatial Data Generation Using AlphaEarth Foundations Model
by: Houriez, Luc, et al.
Published: (2025)

Polyp-SES: Automatic Polyp Segmentation with Self-Enriched Semantic Model
by: Nguyen, Quang Vinh, et al.
Published: (2024)

Robust Palm-Vein Recognition Using the MMD Filter: Improving SIFT-Based Feature Matching
by: Perera, Kaveen, et al.
Published: (2025)

A General Ambiguity Model for Binary Edge Images with Edge Tracing and its Implementation
by: Hennig, Markus, et al.
Published: (2024)

Carotid Artery Plaque Analysis in 3D Based on Distance Encoding in Mesh Representations
by: Rahlfs, Hinrich, et al.
Published: (2025)

AutoInst: Automatic Instance-Based Segmentation of LiDAR 3D Scans
by: Perauer, Cedric, et al.
Published: (2024)

Leveraging Causal Reasoning Method for Explaining Medical Image Segmentation Models
by: Jiang, Limai, et al.
Published: (2026)

Segmentation of Non-Small Cell Lung Carcinomas: Introducing DRU-Net and Multi-Lens Distortion
by: Oskouei, Soroush, et al.
Published: (2024)

Interactive 3D Segmentation for Primary Gross Tumor Volume in Oropharyngeal Cancer
by: Saukkoriipi, Mikko, et al.
Published: (2024)

Enhancing Eye Feature Estimation from Event Data Streams through Adaptive Inference State Space Modeling
by: Nguyen, Viet Dung, et al.
Published: (2026)

Deep Domain Adaptation: A Sim2Real Neural Approach for Improving Eye-Tracking Systems
by: Nguyen, Viet Dung, et al.
Published: (2024)

U-SEG: Uncertainty in SEGmentation -- A systematic multi-variable exploration
by: Smith, Michael, et al.
Published: (2026)

Image Prior and Posterior Conditional Probability Representation for Efficient Damage Assessment
by: Wei, Jie, et al.
Published: (2023)

Comparison Study: Glacier Calving Front Delineation in Synthetic Aperture Radar Images With Deep Learning
by: Gourmelon, Nora, et al.
Published: (2025)

BenthiCat: An opti-acoustic dataset for advancing benthic classification and habitat mapping
by: Rajani, Hayat, et al.
Published: (2025)

Multi-stage Bridge Inspection System: Integrating Foundation Models with Location Anonymization
by: Yasuno, Takato
Published: (2026)

A Novel Dataset for Flood Detection Robust to Seasonal Changes in Satellite Imagery
by: Jang, Youngsun, et al.
Published: (2025)

Learning Hierarchical Image Segmentation For Recognition and By Recognition
by: Ke, Tsung-Wei, et al.
Published: (2022)

Pan-Arctic Permafrost Landform and Human-built Infrastructure Feature Detection with Vision Transformers and Location Embeddings
by: Perera, Amal S., et al.
Published: (2025)

Application of Generative Adversarial Network (GAN) for Synthetic Training Data Creation to improve performance of ANN Classifier for extracting Built-Up pixels from Landsat Satellite Imagery
by: Mukherjee, Amritendu, et al.
Published: (2025)

Synthetic Data Generation for Anomaly Detection on Table Grapes
by: Motoi, Ionut Marian, et al.
Published: (2024)

Multimodal 3D Brain Tumor Segmentation with Adversarial Training and Conditional Random Field
by: Jiang, Lan, et al.
Published: (2024)

Advancing Annotat3D with Harpia: A CUDA-Accelerated Library For Large-Scale Volumetric Data Segmentation
by: de Araujo, Camila Machado, et al.
Published: (2025)

Polygonizing Roof Segments from High-Resolution Aerial Images Using Yolov8-Based Edge Detection
by: Mei, Qipeng, et al.
Published: (2025)

Agricultural Field Boundary Detection through Integration of "Simple Non-Iterative Clustering (SNIC) Super Pixels" and "Canny Edge Detection Method"
by: Gayibov, Artughrul
Published: (2025)

Pathological Primitive Segmentation Based on Visual Foundation Model with Zero-Shot Mask Generation
by: Arnob, Abu Bakor Hayat, et al.
Published: (2024)

LiqD: A Dynamic Liquid Level Detection Model under Tricky Small Containers
by: Ma, Yukun, et al.
Published: (2024)

Grounding Synthetic Data Generation With Vision and Language Models
by: Çağlar, Ümit Mert, et al.
Published: (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'

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