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Bibliographic Details
Main Authors:	Xi, Haoran, Liu, Chen, Li, Xiaolin
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2508.06517
Tags:	Add Tag No Tags, Be the first to tag this record!

Depth-Guided Semi-Supervised Instance Segmentation
by: Chen, Xin, et al.
Published: (2024)

Learning with Geometric Priors in U-Net Variants for Polyp Segmentation
by: Vazquez, Fabian, et al.
Published: (2026)

GuidedNet: Semi-Supervised Multi-Organ Segmentation via Labeled Data Guide Unlabeled Data
by: Zhao, Haochen, et al.
Published: (2024)

Mamba Guided Boundary Prior Matters: A New Perspective for Generalized Polyp Segmentation
by: Dutta, Tapas K., et al.
Published: (2025)

Exploring Token-Level Augmentation in Vision Transformer for Semi-Supervised Semantic Segmentation
by: Zhang, Dengke, et al.
Published: (2025)

CL-Polyp: A Contrastive Learning-Enhanced Network for Accurate Polyp Segmentation
by: Li, Desheng, et al.
Published: (2025)

One Polyp Identifies All: One-Shot Polyp Segmentation with SAM via Cascaded Priors and Iterative Prompt Evolution
by: Mao, Xinyu, et al.
Published: (2025)

ASPS: Augmented Segment Anything Model for Polyp Segmentation
by: Li, Huiqian, et al.
Published: (2024)

FreeVPS: Repurposing Training-Free SAM2 for Generalizable Video Polyp Segmentation
by: Hu, Qiang, et al.
Published: (2025)

Dual-Decoder Consistency via Pseudo-Labels Guided Data Augmentation for Semi-Supervised Medical Image Segmentation
by: Chen, Yuanbin, et al.
Published: (2023)

PSTNet: Enhanced Polyp Segmentation with Multi-scale Alignment and Frequency Domain Integration
by: Xu, Wenhao, et al.
Published: (2024)

Dual-Scale Volume Priors with Wasserstein-Based Consistency for Semi-Supervised Medical Image Segmentation
by: Meng, Junying, et al.
Published: (2025)

First-frame Supervised Video Polyp Segmentation via Propagative and Semantic Dual-teacher Network
by: Hu, Qiang, et al.
Published: (2024)

A Semi-Supervised Approach with Error Reflection for Echocardiography Segmentation
by: Han, Xiaoxiang, et al.
Published: (2024)

CORA: Consistency-Guided Semi-Supervised Framework for Reasoning Segmentation
by: Howlader, Prantik, et al.
Published: (2025)

Quality-Guided Semi-Supervised Learning for Medical Image Segmentation
by: Abhishek, Kumar, et al.
Published: (2026)

Improving Semi-Supervised Semantic Segmentation with Dual-Level Siamese Structure Network
by: Tain, Zhibo, et al.
Published: (2023)

A SAM-guided and Match-based Semi-Supervised Segmentation Framework for Medical Imaging
by: Xu, Guoping, et al.
Published: (2024)

UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation
by: Yang, Lihe, et al.
Published: (2024)

THU-Warwick Submission for EPIC-KITCHEN Challenge 2025: Semi-Supervised Video Object Segmentation
by: Gao, Mingqi, et al.
Published: (2025)

Uncertainty and Energy based Loss Guided Semi-Supervised Semantic Segmentation
by: Thakur, Rini Smita, et al.
Published: (2025)

DepthMatch: Semi-Supervised RGB-D Scene Parsing through Depth-Guided Regularization
by: Huang, Jianxin, et al.
Published: (2025)

SemiTooth: a Generalizable Semi-supervised Framework for Multi-Source Tooth Segmentation
by: Sun, Muyi, et al.
Published: (2026)

DuetMatch: Harmonizing Semi-Supervised Brain MRI Segmentation via Decoupled Branch Optimization
by: Nguyen, Thanh-Huy, et al.
Published: (2025)

A Unified Framework for Semi-Supervised Image Segmentation and Registration
by: Li, Ruizhe, et al.
Published: (2025)

Synergy-Guided Regional Supervision of Pseudo Labels for Semi-Supervised Medical Image Segmentation
by: Wang, Tao, et al.
Published: (2024)

Triple-View Knowledge Distillation for Semi-Supervised Semantic Segmentation
by: Li, Ping, et al.
Published: (2023)

Generalizable Pancreas Segmentation via a Dual Self-Supervised Learning Framework
by: Li, Jun, et al.
Published: (2025)

Polyp-E: Benchmarking the Robustness of Deep Segmentation Models via Polyp Editing
by: Wei, Runpu, et al.
Published: (2024)

Exclusivity-Guided Mask Learning for Semi-Supervised Crowd Instance Segmentation and Counting
by: Huang, Jiyang, et al.
Published: (2026)

ProPL: Universal Semi-Supervised Ultrasound Image Segmentation via Prompt-Guided Pseudo-Labeling
by: Chen, Yaxiong, et al.
Published: (2025)

CrossMatch: Enhance Semi-Supervised Medical Image Segmentation with Perturbation Strategies and Knowledge Distillation
by: Zhao, Bin, et al.
Published: (2024)

VPBSD:Vessel-Pattern-Based Semi-Supervised Distillation for Efficient 3D Microscopic Cerebrovascular Segmentation
by: Lin, Xi, et al.
Published: (2024)

CloudMatch: Weak-to-Strong Consistency Learning for Semi-Supervised Cloud Detection
by: Zhao, Jiayi, et al.
Published: (2026)

Semi-Supervised Learning for Visual Bird's Eye View Semantic Segmentation
by: Zhu, Junyu, et al.
Published: (2023)

Semi-Supervised Flow Matching for Mosaiced and Panchromatic Fusion Imaging
by: Luo, Peiming, et al.
Published: (2026)

LGPS: A Lightweight GAN-Based Approach for Polyp Segmentation in Colonoscopy Images
by: Tesema, Fiseha B., et al.
Published: (2025)

SGTC: Semantic-Guided Triplet Co-training for Sparsely Annotated Semi-Supervised Medical Image Segmentation
by: Yan, Ke, et al.
Published: (2024)

Colorectal Polyp Segmentation in the Deep Learning Era: A Comprehensive Survey
by: Wu, Zhenyu, et al.
Published: (2024)

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// 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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