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Bibliographic Details
Main Authors:	Chen, Yingyu, Yang, Ziyuan, Yan, Ming, Zhang, Zhongzhou, Yu, Hui, Liu, Yan, Zhang, Yi
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2410.17565
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Trustworthy Hate Speech Detection Through Visual Augmentation
by: Yang, Ziyuan, et al.
Published: (2024)

EPL: Evidential Prototype Learning for Semi-supervised Medical Image Segmentation
by: He, Yuanpeng
Published: (2024)

Mixed Prototype Consistency Learning for Semi-supervised Medical Image Segmentation
by: Li, Lijian
Published: (2024)

Learnable Prompting SAM-induced Knowledge Distillation for Semi-supervised Medical Image Segmentation
by: Huang, Kaiwen, et al.
Published: (2024)

Semi-Supervised Multi-Modal Medical Image Segmentation for Complex Situations
by: Meng, Dongdong, et al.
Published: (2025)

Uncertainty-aware Cross-training for Semi-supervised Medical Image Segmentation
by: Huang, Kaiwen, et al.
Published: (2025)

DualFete: Revisiting Teacher-Student Interactions from a Feedback Perspective for Semi-supervised Medical Image Segmentation
by: Yi, Le, et al.
Published: (2025)

Diversity-enhanced Collaborative Mamba for Semi-supervised Medical Image Segmentation
by: Li, Shumeng, et al.
Published: (2025)

Text-driven Multiplanar Visual Interaction for Semi-supervised Medical Image Segmentation
by: Huang, Kaiwen, et al.
Published: (2025)

Federated Learning for Large Models in Medical Imaging: A Comprehensive Review
by: Sun, Mengyu, et al.
Published: (2025)

Multimodal Prototype Alignment for Semi-supervised Pathology Image Segmentation
by: Fu, Mingxi, et al.
Published: (2025)

Semi-supervised Medical Image Segmentation via Query Distribution Consistency
by: Wu, Rong, et al.
Published: (2023)

Alternate Diverse Teaching for Semi-supervised Medical Image Segmentation
by: Zhao, Zhen, et al.
Published: (2023)

The Devil is in the Statistics: Mitigating and Exploiting Statistics Difference for Generalizable Semi-supervised Medical Image Segmentation
by: Qiu, Muyang, et al.
Published: (2024)

Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation
by: Ma, Qinghe, et al.
Published: (2024)

Dual Teacher-Student Learning for Semi-supervised Medical Image Segmentation
by: Zhang, Pengchen, et al.
Published: (2025)

SPENet: Self-guided Prototype Enhancement Network for Few-shot Medical Image Segmentation
by: Fan, Chao, et al.
Published: (2025)

Multi-Prototype Embedding Refinement for Semi-Supervised Medical Image Segmentation
by: Bi, Yali, et al.
Published: (2025)

DPL: Spatial-Conditioned Diffusion Prototype Enhancement for One-Shot Medical Segmentation
by: Gao, Ziyuan, et al.
Published: (2025)

Cross Prompting Consistency with Segment Anything Model for Semi-supervised Medical Image Segmentation
by: Miao, Juzheng, et al.
Published: (2024)

Hypernetwork-based Personalized Federated Learning for Multi-Institutional CT Imaging
by: Yang, Ziyuan, et al.
Published: (2022)

Dual-scale Enhanced and Cross-generative Consistency Learning for Semi-supervised Medical Image Segmentation
by: Gu, Yunqi, et al.
Published: (2023)

MedCRP-CL: Continual Medical Image Segmentation via Bayesian Nonparametric Semantic Modality Discovery
by: Gao, Ziyuan
Published: (2026)

Multi-Modal Prototypes for Open-World Semantic Segmentation
by: Yang, Yuhuan, et al.
Published: (2023)

Leveraging Labelled Data Knowledge: A Cooperative Rectification Learning Network for Semi-supervised 3D Medical Image Segmentation
by: Wang, Yanyan, et al.
Published: (2025)

Decoupled Competitive Framework for Semi-supervised Medical Image Segmentation
by: Chen, Jiahe, et al.
Published: (2025)

Harmonizing Generalization and Specialization: Uncertainty-Informed Collaborative Learning for Semi-supervised Medical Image Segmentation
by: Lu, Wenjing, et al.
Published: (2025)

Robust Semi-supervised Multimodal Medical Image Segmentation via Cross Modality Collaboration
by: Zhou, Xiaogen, et al.
Published: (2024)

Few-Shot Medical Image Segmentation with High-Fidelity Prototypes
by: Tang, Song, et al.
Published: (2024)

Translation Consistent Semi-supervised Segmentation for 3D Medical Images
by: Liu, Yuyuan, et al.
Published: (2022)

FedSemiDG: Domain Generalized Federated Semi-supervised Medical Image Segmentation
by: Deng, Zhipeng, et al.
Published: (2025)

Beyond Euclidean Prototypes: Spectral Disentanglement and Geodesic Matching for Few-Shot Medical Image Segmentation
by: Jia, Penghao, et al.
Published: (2026)

Dual Structure-Aware Image Filterings for Semi-supervised Medical Image Segmentation
by: Gu, Yuliang, et al.
Published: (2023)

FRCNet Frequency and Region Consistency for Semi-supervised Medical Image Segmentation
by: He, Along, et al.
Published: (2024)

Diagonal Hierarchical Consistency Learning for Semi-supervised Medical Image Segmentation
by: Koo, Heejoon
Published: (2023)

Is Foreground Prototype Sufficient? Few-Shot Medical Image Segmentation with Background-Fused Prototype
by: Tang, Song, et al.
Published: (2024)

Judge Like a Real Doctor: Dual Teacher Sample Consistency Framework for Semi-supervised Medical Image Classification
by: Qixiang, Zhang, et al.
Published: (2024)

Semi-MedRef: Semi-Supervised Medical Referring Image Segmentation with Cross-Modal Alignment
by: Li, Yuchen, et al.
Published: (2026)

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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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