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Main Authors:	Hai, Vu Tuan, Trinh, Huynh Ho Thi Mong, Luan, Pham Hoai
Format:	Preprint
Published:	2025
Subjects:	Quantum Physics Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2502.10684
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ZeroSlide: Is Zero-Shot Classification Adequate for Lifelong Learning in Whole-Slide Image Analysis in the Era of Pathology Vision-Language Foundation Models?
by: Bui, Doanh C., et al.
Published: (2025)

Lifelong Whole Slide Image Analysis: Online Vision-Language Adaptation and Past-to-Present Gradient Distillation
by: Bui, Doanh C., et al.
Published: (2025)

HPQEA: A Scalable and High-Performance Quantum Emulator with High-Bandwidth Memory for Diverse Algorithms Support
by: Van Duy, Tran, et al.
Published: (2025)

Quantum Block-Matching Algorithm using Dissimilarity Measure
by: Martínez-Felipe, M., et al.
Published: (2023)

A Novel Image Classification Framework Based on Variational Quantum Algorithms
by: Chen, Yixiong
Published: (2023)

Qubit-efficient Variational Quantum Algorithms for Image Segmentation
by: Venkatesh, Supreeth Mysore, et al.
Published: (2024)

Driver Attention Tracking and Analysis
by: Nguyen, Dat Viet Thanh, et al.
Published: (2024)

Parallelizing the stabilizer formalism for quantum machine learning applications
by: Hai, Vu Tuan, et al.
Published: (2025)

Histogram Driven Amplitude Embedding for Qubit Efficient Quantum Image Compression
by: Tomar, Sahil, et al.
Published: (2025)

Transfer-Based Strategies for Multi-Target Quantum Optimization
by: Hai, Vu Tuan, et al.
Published: (2025)

QEA: An Accelerator for Quantum Circuit Simulation with Resources Efficiency and Flexibility
by: Tran, Van Duy, et al.
Published: (2025)

Q-Seg: Quantum Annealing-Based Unsupervised Image Segmentation
by: Venkatesh, Supreeth Mysore, et al.
Published: (2023)

Neural NeRF Compression
by: Pham, Tuan, et al.
Published: (2024)

BluRef: Unsupervised Image Deblurring with Dense-Matching References
by: Pham, Bang-Dang, et al.
Published: (2026)

Unsharp Measurement with Adaptive Gaussian POVMs for Quantum-Inspired Image Processing
by: Saikia, Debashis, et al.
Published: (2026)

Quantum-Circuit-Based Visual Fractal Image Generation in Qiskit and Analytics
by: Biswas, Hillol
Published: (2025)

FQsun: A Configurable Wave Function-Based Quantum Emulator for Power-Efficient Quantum Simulations
by: Vu, Tuan Hai, et al.
Published: (2024)

QMC-Net: Data-Aware Quantum Representations for Remote Sensing Image Classification
by: Hossain, Md Aminur, et al.
Published: (2026)

Adaptive Radial Projection on Fourier Magnitude Spectrum for Document Image Skew Estimation
by: Pham, Luan, et al.
Published: (2026)

LatentFM: A Latent Flow Matching Approach for Generative Medical Image Segmentation
by: Ngoc, Huynh Trinh, et al.
Published: (2025)

Quantum Feature-Empowered Deep Classification for Fast Mangrove Mapping
by: Lin, Chia-Hsiang, et al.
Published: (2025)

xAI-CV: An Overview of Explainable Artificial Intelligence in Computer Vision
by: Van Tu, Nguyen, et al.
Published: (2025)

MergeSlide: Continual Model Merging and Task-to-Class Prompt-Aligned Inference for Lifelong Learning on Whole Slide Images
by: Bui, Doanh C., et al.
Published: (2025)

Diffusion Model in Latent Space for Medical Image Segmentation Task
by: Ngoc, Huynh Trinh, et al.
Published: (2025)

Quantum Image Segmentation Based on Grayscale Morphology
by: Liu, Wenjie, et al.
Published: (2023)

QuantumGS: Quantum Encoding Framework for Gaussian Splatting
by: Wilczyński, Grzegorz, et al.
Published: (2026)

PACOX: A FPGA-based Pauli Composer Accelerator for Pauli String Computation
by: Le, Tran Xuan Hieu, et al.
Published: (2026)

Cluster-based Video Summarization with Temporal Context Awareness
by: Huynh-Lam, Hai-Dang, et al.
Published: (2024)

Image Classification with Rotation-Invariant Variational Quantum Circuits
by: Sebastian, Paul San, et al.
Published: (2024)

Quantum Vision Clustering
by: Nguyen, Xuan Bac, et al.
Published: (2023)

Predictive Spectral Calibration for Source-Free Test-Time Regression
by: Kiet, Nguyen Viet Tuan, et al.
Published: (2026)

QMoE: A Quantum Mixture of Experts Framework for Scalable Quantum Neural Networks
by: Nguyen, Hoang-Quan, et al.
Published: (2025)

Latent Denoising Diffusion GAN: Faster sampling, Higher image quality
by: Trinh, Luan Thanh, et al.
Published: (2024)

Quantum Denoising Diffusion Models
by: Kölle, Michael, et al.
Published: (2024)

Quantum autoencoders for image classification
by: Asaoka, Hinako, et al.
Published: (2025)

Quantum Visual Feature Encoding Revisited
by: Nguyen, Xuan-Bac, et al.
Published: (2024)

One-Shot Structured Pruning of Quantum Neural Networks via $q$-Group Engineering and Quantum Geometric Metrics
by: Shao, Haijian, et al.
Published: (2025)

Explainable Quantum Machine Learning for Multispectral Images Segmentation: Case Study
by: Rybotycki, Tomasz, et al.
Published: (2025)

A Hierarchical Fused Quantum Fuzzy Neural Network for Image Classification
by: Wu, Sheng-Yao, et al.
Published: (2024)

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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