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Bibliographic Details
Main Authors:	Zhu, Ruoxi, Tu, Zhengzhong, Liu, Jiaming, Bovik, Alan C., Fan, Yibo
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2411.17226
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Subjective and Objective Quality Assessment of Banding Artifacts on Compressed Videos
by: Zheng, Qi, et al.
Published: (2025)

MetaWeather: Few-Shot Weather-Degraded Image Restoration
by: Kim, Youngrae, et al.
Published: (2023)

SPIRE: Semantic Prompt-Driven Image Restoration
by: Qi, Chenyang, et al.
Published: (2023)

Unifying Heterogeneous Degradations: Uncertainty-Aware Diffusion Bridge Model for All-in-One Image Restoration
by: Tu, Luwei, et al.
Published: (2026)

Multi-Weather Image Restoration via Histogram-Based Transformer Feature Enhancement
by: Wen, Yang, et al.
Published: (2024)

VLM-Augmented Degradation Modeling for Image Restoration Under Adverse Weather Conditions
by: Shao, Qianyi, et al.
Published: (2025)

VL-UR: Vision-Language-guided Universal Restoration of Images Degraded by Adverse Weather Conditions
by: Liu, Ziyan, et al.
Published: (2025)

HeadsUp! High-Fidelity Portrait Image Super-Resolution
by: Li, Renjie, et al.
Published: (2025)

All-in-One Video Restoration under Smoothly Evolving Unknown Weather Degradations
by: Li, Wenrui, et al.
Published: (2026)

Degradation-Aware Adaptive Context Gating for Unified Image Restoration
by: He, Lei, et al.
Published: (2026)

Restoring Images in Adverse Weather Conditions via Histogram Transformer
by: Sun, Shangquan, et al.
Published: (2024)

FlowSteer: Conditioning Flow Field for Consistent Image Restoration
by: Wickremasinghe, Tharindu, et al.
Published: (2025)

V2X-DGW: Domain Generalization for Multi-agent Perception under Adverse Weather Conditions
by: Li, Baolu, et al.
Published: (2024)

Degradation-Agnostic Statistical Facial Feature Transformation for Blind Face Restoration in Adverse Weather Conditions
by: Son, Chang-Hwan, et al.
Published: (2025)

YouDream: Generating Anatomically Controllable Consistent Text-to-3D Animals
by: Mishra, Sandeep, et al.
Published: (2024)

C3DAG: Controlled 3D Animal Generation using 3D pose guidance
by: Mishra, Sandeep, et al.
Published: (2024)

AllRestorer: All-in-One Transformer for Image Restoration under Composite Degradations
by: Mao, Jiawei, et al.
Published: (2024)

VIDMP3: Video Editing by Representing Motion with Pose and Position Priors
by: Mishra, Sandeep, et al.
Published: (2025)

Rectified-CFG++ for Flow Based Models
by: Saini, Shreshth, et al.
Published: (2025)

PIT-QMM: A Large Multimodal Model For No-Reference Point Cloud Quality Assessment
by: Gupta, Shashank, et al.
Published: (2025)

4KLSDB: A Large-Scale Dataset for 4K Image Restoration and Generation
by: Zhu, Zihao, et al.
Published: (2026)

Clear Nights Ahead: Towards Multi-Weather Nighttime Image Restoration
by: Liu, Yuetong, et al.
Published: (2025)

Perceptual Classifiers: Detecting Generative Images using Perceptual Features
by: Durbha, Krishna Srikar, et al.
Published: (2025)

Learning to Restore Multi-Degraded Images via Ingredient Decoupling and Task-Aware Path Adaptation
by: Gao, Hu, et al.
Published: (2025)

Traffic Image Restoration under Adverse Weather via Frequency-Aware Mamba
by: Pan, Liwen, et al.
Published: (2025)

GRIDS: Grouped Multiple-Degradation Restoration with Image Degradation Similarity
by: Cao, Shuo, et al.
Published: (2024)

All-in-one Weather-degraded Image Restoration via Adaptive Degradation-aware Self-prompting Model
by: Wen, Yuanbo, et al.
Published: (2024)

Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration
by: Tang, Xiaole, et al.
Published: (2024)

Non-Aligned Reference Image Quality Assessment for Novel View Synthesis
by: Ghildyal, Abhijay, et al.
Published: (2025)

GameScope: A Multi-Attribute, Multi-Codec Benchmark Dataset for Gaming Video Quality Assessment
by: Sureddi, Rajesh, et al.
Published: (2026)

Subjective Quality Assessment of Compressed Tone-Mapped High Dynamic Range Videos
by: Venkataramanan, Abhinau K., et al.
Published: (2024)

Power Line Aerial Image Restoration under dverse Weather: Datasets and Baselines
by: Yang, Sai, et al.
Published: (2024)

TRIQA: Image Quality Assessment by Contrastive Pretraining on Ordered Distortion Triplets
by: Sureddi, Rajesh, et al.
Published: (2025)

Deep Linear Array Pushbroom Image Restoration: A Degradation Pipeline and Jitter-Aware Restoration Network
by: Chen, Zida, et al.
Published: (2024)

GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather Conditions
by: Wang, Tao, et al.
Published: (2023)

Region-R1: Reinforcing Query-Side Region Cropping for Multi-Modal Re-Ranking
by: Hu, Chan-Wei, et al.
Published: (2026)

RegionRoute: Regional Style Transfer with Diffusion Model
by: Chen, Bowen, et al.
Published: (2026)

Mesh Compression with Quantized Neural Displacement Fields
by: Pentapati, Sai Karthikey, et al.
Published: (2025)

From Physical Degradation Models to Task-Aware All-in-One Image Restoration
by: Gao, Hu, 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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