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Main Authors:	Liu, Yixuan, Bhatia, Kanwal K., Fetit, Ahmed E.
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition Machine Learning
Online Access:	https://arxiv.org/abs/2602.24183
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Towards a multimodal framework for remote sensing image change retrieval and captioning
by: Ferrod, Roger, et al.
Published: (2024)

Closing the gap in multimodal medical representation alignment
by: Grassucci, Eleonora, et al.
Published: (2026)

Comparison of fine-tuning strategies for transfer learning in medical image classification
by: Davila, Ana, et al.
Published: (2024)

Systematic comparison of semi-supervised and self-supervised learning for medical image classification
by: Huang, Zhe, et al.
Published: (2023)

SCE-LITE-HQ: Smooth visual counterfactual explanations with generative foundation models
by: Zeid, Ahmed, et al.
Published: (2026)

PR3DICTR: A modular AI framework for medical 3D image-based detection and outcome prediction
by: MacRae, Daniel C., et al.
Published: (2026)

Visual concept ranking uncovers medical shortcuts used by large multimodal models
by: Janizek, Joseph D., et al.
Published: (2026)

Automated detection of underdiagnosed medical conditions via opportunistic imaging
by: Aali, Asad, et al.
Published: (2024)

Learning image representations for anomaly detection: application to discovery of histological alterations in drug development
by: Zingman, Igor, et al.
Published: (2022)

How to select slices for annotation to train best-performing deep learning segmentation models for cross-sectional medical images?
by: Zhang, Yixin, et al.
Published: (2024)

Aligned explanations in neural networks
by: Lobet, Corentin, et al.
Published: (2026)

AG-Fusion: adaptive gated multimodal fusion for 3d object detection in complex scenes
by: Liu, Sixian, et al.
Published: (2025)

Post-hoc Self-explanation of CNNs
by: Boubekki, Ahcène, et al.
Published: (2026)

Towards objective and systematic evaluation of bias in artificial intelligence for medical imaging
by: Stanley, Emma A. M., et al.
Published: (2023)

Which images to label for few-shot medical landmark detection?
by: Quan, Quan, et al.
Published: (2021)

BAAF: A benchmark attention adaptive framework for medical ultrasound image segmentation tasks
by: Chen, Gongping, et al.
Published: (2023)

Machine learning approach to brain tumor detection and classification
by: Oh, Alice, et al.
Published: (2024)

An uncertainty-aware Bayesian framework for machine learning classification models: A case study in land cover classification
by: Bilson, Samuel, et al.
Published: (2025)

HFI: A unified framework for training-free detection and implicit watermarking of latent diffusion model generated images
by: Choi, Sungik, et al.
Published: (2024)

COOD: Combined out-of-distribution detection using multiple measures for anomaly & novel class detection in large-scale hierarchical classification
by: Hogeweg, L. E., et al.
Published: (2024)

SelfAI: A self-directed framework for long-horizon scientific discovery
by: Wu, Xiao, et al.
Published: (2025)

A slice classification neural network for automated classification of axial PET/CT slices from a multi-centric lymphoma dataset
by: Ahamed, Shadab, et al.
Published: (2024)

This changes to that : Combining causal and non-causal explanations to generate disease progression in capsule endoscopy
by: Vats, Anuja, et al.
Published: (2022)

Comprehensive language-image pre-training for 3D medical image understanding
by: Wald, Tassilo, et al.
Published: (2025)

BayTTA: Uncertainty-aware medical image classification with optimized test-time augmentation using Bayesian model averaging
by: Sherkatghanad, Zeinab, et al.
Published: (2024)

Interpretable breast cancer classification using CNNs on mammographic images
by: Balve, Ann-Kristin, et al.
Published: (2024)

Randomized based restricted kernel machine for hyperspectral image classification
by: Quadir, A., et al.
Published: (2025)

MULTIAQUA: A multimodal maritime dataset and robust training strategies for multimodal semantic segmentation
by: Muhovič, Jon, et al.
Published: (2025)

Anatomically-aware conformal prediction for medical image segmentation with random walks
by: Gaillochet, Mélanie, et al.
Published: (2026)

DGSSM: Diffusion guided state-space models for multimodal salient object detection
by: Ghosh, Suklav, et al.
Published: (2026)

Texture image retrieval using a classification and contourlet-based features
by: Rouhafzay, Asal, et al.
Published: (2024)

SegQC: a segmentation network-based framework for multi-metric segmentation quality control and segmentation error detection in volumetric medical images
by: Specktor-Fadida, Bella, et al.
Published: (2024)

Soft-CAM: Making black box models self-explainable for medical image analysis
by: Djoumessi, Kerol, et al.
Published: (2025)

3D Transport-based Morphometry (3D-TBM) for medical image analysis
by: Kan, Hongyu, et al.
Published: (2026)

Performance uncertainty in medical image analysis: a large-scale investigation of confidence intervals
by: André, Pascaline, et al.
Published: (2026)

Bridging visual saliency and large language models for explainable deep learning in medical imaging
by: Nguezet, Paul Valery, et al.
Published: (2026)

Quantum-enhanced satellite image classification
by: Zhang, Qi, et al.
Published: (2026)

Quantum machine learning for image classification
by: Senokosov, Arsenii, et al.
Published: (2023)

Buffer replay enhances the robustness of multimodal learning under missing-modality
by: Zhu, Hongye, et al.
Published: (2025)

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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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