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Main Authors:	Myrgyyassov, Alisher, Song, Zhen, Sun, Yu, Wang, Bruce Xiao, Wong, Min Ney, Zheng, Yongping
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Machine Learning
Online Access:	https://arxiv.org/abs/2509.23225
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MSVM-UNet: Multi-Scale Vision Mamba UNet for Medical Image Segmentation
by: Chen, Chaowei, et al.
Published: (2024)

UNet++ and LSTM combined approach for Breast Ultrasound Image Segmentation
by: Hesaraki, Saba, et al.
Published: (2024)

CSWin-UNet: Transformer UNet with Cross-Shaped Windows for Medical Image Segmentation
by: Liu, Xiao, et al.
Published: (2024)

CP-UNet: Contour-based Probabilistic Model for Medical Ultrasound Images Segmentation
by: Yu, Ruiguo, et al.
Published: (2024)

Segmenting Medical Images: From UNet to Res-UNet and nnUNet
by: Huang, Lina, et al.
Published: (2024)

Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentation
by: Wang, Ziyang, et al.
Published: (2024)

DSVM-UNet : Enhancing VM-UNet with Dual Self-distillation for Medical Image Segmentation
by: Shao, Renrong, et al.
Published: (2026)

MM-UNet: Meta Mamba UNet for Medical Image Segmentation
by: Xie, Bin, et al.
Published: (2025)

VM-UNet: Vision Mamba UNet for Medical Image Segmentation
by: Ruan, Jiacheng, et al.
Published: (2024)

CM-UNet: Hybrid CNN-Mamba UNet for Remote Sensing Image Semantic Segmentation
by: Liu, Mushui, et al.
Published: (2024)

SelfReg-UNet: Self-Regularized UNet for Medical Image Segmentation
by: Zhu, Wenhui, et al.
Published: (2024)

TP-UNet: Temporal Prompt Guided UNet for Medical Image Segmentation
by: Wang, Ranmin, et al.
Published: (2024)

MR Brain Tumor Image Segmentation Based on EA ‐ UNet
by: Shengzhou Xu, et al.
Published: (2026)

Adapting Vision Foundation Models for Real-time Ultrasound Image Segmentation
by: Zhang, Xiaoran, et al.
Published: (2025)

LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation
by: Liao, Weibin, et al.
Published: (2024)

LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image Segmentation
by: Wang, Jinhong, et al.
Published: (2024)

VMC‐UNet: A Vision Mamba‐CNN U‐Net for Tumor Segmentation in Breast Ultrasound Image
by: Dongyue Wang, et al.
Published: (2024)

CV-Attention UNet: Attention-based UNet for 3D Cerebrovascular Segmentation of Enhanced TOF-MRA Images
by: Abbas, Syed Farhan, et al.
Published: (2023)

Vision Transformer-Conditioned UNet for Domain-Adaptive Semantic Segmentation
by: Ortega, Joel Valdivia, et al.
Published: (2026)

RWKV-UNet: Improving UNet with Long-Range Cooperation for Effective Medical Image Segmentation
by: Jiang, Juntao, et al.
Published: (2025)

RDTE-UNet: A Boundary and Detail Aware UNet for Precise Medical Image Segmentation
by: Qu, Jierui, et al.
Published: (2025)

HMT-UNet: A hybird Mamba-Transformer Vision UNet for Medical Image Segmentation
by: Zhang, Mingya, et al.
Published: (2024)

MM-UNet: A Mixed MLP Architecture for Improved Ophthalmic Image Segmentation
by: Xiao, Zunjie, et al.
Published: (2024)

TM-UNet: Token-Memory Enhanced Sequential Modeling for Efficient Medical Image Segmentation
by: Jiao, Yaxuan, et al.
Published: (2025)

Detecting Linguistic Diversity on Social Media
by: Wong, Sidney, et al.
Published: (2025)

SDXS: Real-Time One-Step Latent Diffusion Models with Image Conditions
by: Song, Yuda, et al.
Published: (2024)

GCtx-UNet: Efficient Network for Medical Image Segmentation
by: Alrfou, Khaled, et al.
Published: (2024)

UNetMamba: An Efficient UNet-Like Mamba for Semantic Segmentation of High-Resolution Remote Sensing Images
by: Zhu, Enze, et al.
Published: (2024)

PBE-UNet: A light weight Progressive Boundary-Enhanced U-Net with Scale-Aware Aggregation for Ultrasound Image Segmentation
by: Wang, Chen, et al.
Published: (2026)

Structurally Diverse Gelatin‐Based Electrospun Membranes for Ultrasound Imaging
by: Lingcong Zeng, et al.
Published: (2024)

ADT‐UNet: An Innovative Algorithm for Glioma Segmentation in MR Images
by: Liu Zhipeng, et al.
Published: (2024)

Patient-Specific Real-Time Segmentation in Trackerless Brain Ultrasound
by: Dorent, Reuben, et al.
Published: (2024)

An Audio-textual Diffusion Model For Converting Speech Signals Into Ultrasound Tongue Imaging Data
by: Yang, Yudong, et al.
Published: (2024)

Geo-UNet: A Geometrically Constrained Neural Framework for Clinical-Grade Lumen Segmentation in Intravascular Ultrasound
by: Chen, Yiming, et al.
Published: (2024)

VM-UNET-V2 Rethinking Vision Mamba UNet for Medical Image Segmentation
by: Zhang, Mingya, et al.
Published: (2024)

Token-UNet: A New Case for Transformers Integration in Efficient and Interpretable 3D UNets for Brain Imaging Segmentation
by: Tshimanga, Louis Fabrice, et al.
Published: (2026)

UltraLBM-UNet: Ultralight Bidirectional Mamba-based Model for Skin Lesion Segmentation
by: Fan, Linxuan, et al.
Published: (2025)

A Three‐Step Automated Segmentation Method for Early Cervical Cancer MRI Images Based on Deep Learning
by: Liu Xiong, et al.
Published: (2024)

MaxViT-UNet: Multi-Axis Attention for Medical Image Segmentation
by: Khan, Abdul Rehman, et al.
Published: (2023)

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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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