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Bibliographic Details
Main Authors:	Khaled ELKarazle, Valliappan Raman, Caslon Chua, Patrick Then
Format:	Artículo Open Access
Published:	Wiley 2025
Subjects:	International Journal of Imaging Systems and Technology
Online Access:	https://onlinelibrary.wiley.com/doi/10.1002/ima.70039
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CATNet: A Cross Attention and Texture‐Aware Network for Polyp Segmentation
by: Zhifang Deng, et al.
Published: (2024)

GSCCANet : Dual Decoder Network Fusing Edge Focus and Global Channel Attention for Precise Segmentation of Colonic Polyps
by: Jun Su, et al.
Published: (2025)

Lite‐PolypNet: A Lightweight and Efficient Network for Polyp Segmentation in Colonoscopy Images
by: Haiping Xu, et al.
Published: (2025)

Multiscale Feature Fusion Booster Network for Segmentation of Colorectal Polyp
by: Malik Abdul Manan, et al.
Published: (2025)

CafeNet: A Novel Multi‐Scale Context Aggregation and Multi‐Level Foreground Enhancement Network for Polyp Segmentation
by: Zhanlin Ji, et al.
Published: (2024)

TAU‐EffNetB7 : A Novel Triple Attention U‐Net Approach Using EfficientNetB7 for Enhanced Polyp Segmentation
by: Fouzia El Abassi, et al.
Published: (2025)

A Novel Network With Spectrum Transformer and Triplet Attention for CT Image Segmentation
by: Ju Zhang, et al.
Published: (2025)

ESFCU‐Net: A Lightweight Hybrid Architecture Incorporating Self‐Attention and Edge Enhancement Mechanisms for Enhanced Polyp Image Segmentation
by: Wenbin Yang, et al.
Published: (2025)

SkinSegNet : An Advanced Encoder–Decoder for Skin Lesion Segmentation Using Channel‐Aware and Spatial Cross‐Scale Attention
by: P. Nithin, et al.
Published: (2025)

Smartphone App to Detect Pathological Myopia Using Spatial Attention and Squeeze‐Excitation Network as a Classifier and Segmentation Encoder
by: Sarvat Ali, et al.
Published: (2024)

Feature Pyramid Network Based Spatial Attention and Cross‐Level Semantic Similarity for Diseases Segmentation From Capsule Endoscopy Images
by: Said Charfi, et al.
Published: (2024)

Integrating Cross‐Scale Attention With Atrous Spatial Pyramid Pooling for Accurate Optic Disc and Cup Segmentation
by: Chenglu Zong, et al.
Published: (2025)

A Lightweight Statistical Multi‐Feature Adaptive Attention Network for Dermoscopic Image Segmentation
by: Weiye Cao, et al.
Published: (2025)

A Novel Edge‐Enhanced Networks for Optic Disc and Optic Cup Segmentation
by: Mingtao Liu, et al.
Published: (2024)

CS U‐ NET : A Medical Image Segmentation Method Integrating Spatial and Contextual Attention Mechanisms Based on U‐ NET
by: Zhang Fanyang, et al.
Published: (2025)

CAS‐GAN: A Novel Generative Adversarial Network‐Based Architecture for Coronary Artery Segmentation
by: Rawaa Hamdi, et al.
Published: (2024)

Novel Model of Medical CT Image Segmentation Based on GANs With Residual Neural Networks
by: Amir Bouden, et al.
Published: (2025)

Polyp segmentation network based on lightweight model and reverse attention mechanisms
by: Jianwu Long, et al.
Published: (2024)

MSAF: A Cardiac 3D Image Segmentation Network Based on Multiscale Collaborative Attention and Multiscale Feature Fusion
by: Guodong Zhang, et al.
Published: (2025)

CBAM Attention Gate‐Based Lightweight Deep Neural Network Model for Improved Retinal Vessel Segmentation
by: Kashif Fareed, et al.
Published: (2025)

Multicentered Data Based Polyp Detection Using Colonoscopy Images Using DNN
by: Abdus Salam, et al.
Published: (2025)

A Novel Framework for Lung Disease Classification Using Multiscale Convolutional Neural Networks With an Integrated Dynamic Attention Mechanism
by: Vivekanand Thakare, et al.
Published: (2025)

EGCF ‐Net Edge‐Aware Graph‐Based Attention Network With Enhanced Contextual Features for Medical Image Segmentation
by: Santoshi Gorli, et al.
Published: (2025)

HAI ‐Net: Skin Lesion Segmentation Using a High‐Performance Adaptive Attention and Information Interaction Network
by: Chao Fan, et al.
Published: (2025)

GRASP ‐Net: Grouped Residual Convolution U‐Net With Attention Mechanism and Atrous Spatial Pyramid Pooling for Prostate Zone Segmentation Using MR Images
by: R. Deiva Nayagam, et al.
Published: (2025)

Multiscale Dynamic Attention Framework for Skin Lesion Segmentation and Classification
by: G. Prince Devaraj, et al.
Published: (2025)

Physics‐Aware Attention Swin Transformer for Ultrasound Image Segmentation
by: Rong Sun, et al.
Published: (2026)

A Leakage‐Resistant Spatially Weighted Active Contour for Brain Tumor Segmentation
by: Bijay Kumar Sa, et al.
Published: (2025)

KIDBA ‐Net: A Multi‐Feature Fusion Brain Tumor Segmentation Network Utilizing Kernel Inception Depthwise Convolution and Bi‐Cross Attention
by: Jie Min, et al.
Published: (2025)

Computerized diagnosis of knee osteoarthritis from x‐ray images using combined texture features: Data from the osteoarthritis initiative
by: Khadidja Messaoudene, et al.
Published: (2024)

A Novel Dual Attention Approach for DNN Based Automated Diabetic Retinopathy Grading
by: Tareque Bashar Ovi, et al.
Published: (2024)

HPPE ‐Unet: A Boundary‐Enhanced U‐Shaped Network With Hybrid Attention and Multi‐Scale Feature Fusion for Small‐Sample Medical Image Segmentation
by: Changhao Sun, et al.
Published: (2025)

MAUNet: Polyp segmentation network based on multiscale feature fusion of attention U‐shaped network structure
by: Jianwu Long, et al.
Published: (2024)

DFABU ‐Net: A Dual Parallel Branch Medical Image Segmentation Model With Attention Mechanism
by: Yanxi Zhang, et al.
Published: (2026)

DCFU‐Net: Rethinking an Effective Attention and Convolutional Architecture for Retinal Vessel Segmentation
by: Yongli Xian, et al.
Published: (2024)

TPA ‐Seg: Multi‐Class Nucleus Segmentation Using Text Prompts and Cross‐Attention
by: Yao‐Ming Liang, et al.
Published: (2025)

SEA ‐Net: Dual Attention U‐Net for Bleeding Segmentation in Capsule Endoscopy Images
by: Tareque Bashar Ovi, et al.
Published: (2025)

CLA ‐ UNet : Convolution and Focused Linear Attention Fusion for Tumor Cell Nucleus Segmentation
by: Wei Guo, et al.
Published: (2025)

TCSAFormer : Efficient Vision Transformer With Token Compression and Sparse Attention for Medical Image Segmentation
by: Zunhui Xia, 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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