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Bibliographic Details
Main Authors:	Ren, Bin, Li, Yawei, Liang, Jingyun, Ranjan, Rakesh, Liu, Mengyuan, Cucchiara, Rita, Van Gool, Luc, Sebe, Nicu
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition Machine Learning Image and Video Processing
Online Access:	https://arxiv.org/abs/2402.02634
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MoVideo: Motion-Aware Video Generation with Diffusion Models
by: Liang, Jingyun, et al.
Published: (2023)

Asymmetric GANs for Image-to-Image Translation
by: Tang, Hao, et al.
Published: (2019)

Segmentation Guided Sparse Transformer for Under-Display Camera Image Restoration
by: Xue, Jingyun, et al.
Published: (2024)

Training Neural Networks on RAW and HDR Images for Restoration Tasks
by: Ke, Andrew Yanzhe, et al.
Published: (2023)

Hierarchical Information Flow for Generalized Efficient Image Restoration
by: Li, Yawei, et al.
Published: (2024)

Fractal-IR: A Unified Framework for Efficient and Scalable Image Restoration
by: Li, Yawei, et al.
Published: (2025)

Compressed Depth Map Super-Resolution and Restoration: AIM 2024 Challenge Results
by: Conde, Marcos V., et al.
Published: (2024)

Region Attention Transformer for Medical Image Restoration
by: Yang, Zhiwen, et al.
Published: (2024)

Flemme: A Flexible and Modular Learning Platform for Medical Images
by: Zhang, Guoqing, et al.
Published: (2024)

Dual-Representation Interaction Driven Image Quality Assessment with Restoration Assistance
by: Yue, Jingtong, et al.
Published: (2024)

Multi-level Attention-guided Graph Neural Network for Image Restoration
by: Jiang, Jiatao, et al.
Published: (2025)

Selecting the Best Sequential Transfer Path for Medical Image Segmentation with Limited Labeled Data
by: Yang, Jingyun, et al.
Published: (2024)

Q-Segment: Segmenting Images In-Sensor for Vessel-Based Medical Diagnosis
by: Bonazzi, Pietro, et al.
Published: (2023)

Restore-RWKV: Efficient and Effective Medical Image Restoration with RWKV
by: Yang, Zhiwen, et al.
Published: (2024)

ConStyle v2: A Strong Prompter for All-in-One Image Restoration
by: Fan, Dongqi, et al.
Published: (2024)

Hybrid Agents for Image Restoration
by: Li, Bingchen, et al.
Published: (2025)

H2ASeg: Hierarchical Adaptive Interaction and Weighting Network for Tumor Segmentation in PET/CT Images
by: Lu, Jinpeng, et al.
Published: (2024)

Re-boosting Self-Collaboration Parallel Prompt GAN for Unsupervised Image Restoration
by: Lin, Xin, et al.
Published: (2024)

Lightweight Medical Image Restoration via Integrating Reliable Lesion-Semantic Driven Prior
by: Zheng, Pengcheng, et al.
Published: (2025)

Compositional-Degradation UAV Image Restoration: Conditional Decoupled MoE Network and A Benchmark
by: Yan, Jinquan, et al.
Published: (2026)

NTIRE 2024 Restore Any Image Model (RAIM) in the Wild Challenge
by: Liang, Jie, et al.
Published: (2024)

Vision-Language Controlled Deep Unfolding for Joint Medical Image Restoration and Segmentation
by: Chen, Ping, et al.
Published: (2026)

Keyed Nonlinear Transform: Lightweight Privacy-Enhancing Feature Sharing for Medical Image Analysis
by: Lee, Haebom, et al.
Published: (2026)

PlatoNeRF: 3D Reconstruction in Plato's Cave via Single-View Two-Bounce Lidar
by: Klinghoffer, Tzofi, et al.
Published: (2023)

The Role of Graph-based MIL and Interventional Training in the Generalization of WSI Classifiers
by: Pereira, Rita, et al.
Published: (2025)

Generative Iris Prior Embedded Transformer for Iris Restoration
by: Huang, Yubo, et al.
Published: (2024)

MoE-DiffIR: Task-customized Diffusion Priors for Universal Compressed Image Restoration
by: Ren, Yulin, et al.
Published: (2024)

Towards Universal Computational Aberration Correction in Photographic Cameras: A Comprehensive Benchmark Analysis
by: Qian, Xiaolong, et al.
Published: (2026)

Pathology Image Restoration via Mixture of Prompts
by: Cai, Jiangdong, et al.
Published: (2025)

Enhanced Control for Diffusion Bridge in Image Restoration
by: Yue, Conghan, et al.
Published: (2024)

Dilated Strip Attention Network for Image Restoration
by: Hao, Fangwei, et al.
Published: (2024)

Image Restoration via Multi-domain Learning
by: Jiang, Xingyu, et al.
Published: (2025)

UGPNet: Universal Generative Prior for Image Restoration
by: Lee, Hwayoon, et al.
Published: (2023)

NTIRE 2025 the 2nd Restore Any Image Model (RAIM) in the Wild Challenge
by: Liang, Jie, et al.
Published: (2025)

Bringing Masked Autoencoders Explicit Contrastive Properties for Point Cloud Self-Supervised Learning
by: Ren, Bin, et al.
Published: (2024)

MambaIRv2: Attentive State Space Restoration
by: Guo, Hang, et al.
Published: (2024)

Generative Adversarial Network on Motion-Blur Image Restoration
by: Li, Zhengdong
Published: (2024)

RELD: Regularization by Latent Diffusion Models for Image Restoration
by: Cascarano, Pasquale, et al.
Published: (2025)

Advanced Underwater Image Restoration in Complex Illumination Conditions
by: Song, Yifan, et al.
Published: (2023)

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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