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Main Authors:	Wang, Tao, Zhang, Kaihao, Shao, Ziqian, Luo, Wenhan, Stenger, Bjorn, Lu, Tong, Kim, Tae-Kyun, Liu, Wei, Li, Hongdong
Format:	Preprint
Published:	2023
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2305.17863
Tags:	Add Tag No Tags, Be the first to tag this record!

MB-TaylorFormer V2: Improved Multi-branch Linear Transformer Expanded by Taylor Formula for Image Restoration
by: Jin, Zhi, et al.
Published: (2025)

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

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

Towards Real-World Blind Face Restoration with Generative Diffusion Prior
by: Chen, Xiaoxu, et al.
Published: (2023)

Multi-hypotheses Conditioned Point Cloud Diffusion for 3D Human Reconstruction from Occluded Images
by: Kim, Donghwan, 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)

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

Optimization-Based Energy Management for Multi-energy Maritime Grids
by: Fang, Sidun, et al.
Published: (2021)

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

BiFormer3D: Grid-Free Time-Domain Reconstruction of Head-Related Impulse Responses with a Spatially Encoded Transformer
by: Xu, Shaoheng, et al.
Published: (2026)

ReviveDiff: A Universal Diffusion Model for Restoring Images in Adverse Weather Conditions
by: Huang, Wenfeng, et al.
Published: (2024)

SRHand: Super-Resolving Hand Images and 3D Shapes via View/Pose-aware Neural Image Representations and Explicit 3D Meshes
by: Kim, Minje, et al.
Published: (2025)

Arbitrary-Scale Image Generation and Upsampling using Latent Diffusion Model and Implicit Neural Decoder
by: Kim, Jinseok, et al.
Published: (2024)

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

Unifying Physically-Informed Weather Priors in A Single Model for Image Restoration Across Multiple Adverse Weather Conditions
by: Xu, Jiaqi, et al.
Published: (2026)

BiTT: Bi-directional Texture Reconstruction of Interacting Two Hands from a Single Image
by: Kim, Minje, et al.
Published: (2024)

Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion Models
by: Özdenizci, Ozan, et al.
Published: (2022)

Deep Face Restoration: A Survey
by: Wang, Tao, et al.
Published: (2022)

WeatherFormer: Empowering Global Numerical Weather Forecasting with Space-Time Transformer
by: Gong, Junchao, et al.
Published: (2024)

Homography Guided Temporal Fusion for Road Line and Marking Segmentation
by: Wang, Shan, et al.
Published: (2024)

MRD: Multi-resolution Retrieval-Detection Fusion for High-Resolution Image Understanding
by: Yang, Fan, et al.
Published: (2025)

WeatherBench: A Real-World Benchmark Dataset for All-in-One Adverse Weather Image Restoration
by: Guan, Qiyuan, et al.
Published: (2025)

TANet: Triplet Attention Network for All-In-One Adverse Weather Image Restoration
by: Wang, Hsing-Hua, et al.
Published: (2024)

When Color-Space Decoupling Meets Diffusion for Adverse-Weather Image Restoration
by: Fang, Wenxuan, et al.
Published: (2025)

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

Semi-Supervised 3D Object Detection with Channel Augmentation using Transformation Equivariance
by: Kang, Minju, et al.
Published: (2024)

Wavelet-Enhanced Desnowing: A Novel Single Image Restoration Approach for Traffic Surveillance under Adverse Weather Conditions
by: Shen, Zihan, et al.
Published: (2025)

DenseBEV: Transforming BEV Grid Cells into 3D Objects
by: Dähling, Marius, et al.
Published: (2025)

LieHMR: Autoregressive Human Mesh Recovery with $SO(3)$ Diffusion
by: Kim, Donghwan, et al.
Published: (2025)

Co-learning Single-Step Diffusion Upsampler and Downsampler with Two Discriminators and Distillation
by: Kim, Sohwi, et al.
Published: (2024)

Prompt Augmentation for Self-supervised Text-guided Image Manipulation
by: Bodur, Rumeysa, et al.
Published: (2024)

Prompt to Restore, Restore to Prompt: Cyclic Prompting for Universal Adverse Weather Removal
by: Liao, Rongxin, et al.
Published: (2025)

Grids Often Outperform Implicit Neural Representation at Compressing Dense Signals
by: Kim, Namhoon, et al.
Published: (2025)

Gradient-Guided Parameter Mask for Multi-Scenario Image Restoration Under Adverse Weather
by: Guo, Jilong, et al.
Published: (2024)

A Weather Foundation Model for the Power Grid
by: Bodnar, Cristian, et al.
Published: (2025)

Assessing the Shortfall Risk of GB Electricity Grid using Shifts in Winter Weather Conditions
by: Bhattacharya, Aninda, et al.
Published: (2026)

Learning Adaptive Pseudo-Label Selection for Semi-Supervised 3D Object Detection
by: Kong, Taehun, et al.
Published: (2025)

Body-Hand Modality Expertized Networks with Cross-attention for Fine-grained Skeleton Action Recognition
by: Cho, Seungyeon, et al.
Published: (2025)

Joint Learning of Pose Regression and Denoising Diffusion with Score Scaling Sampling for Category-level 6D Pose Estimation
by: Lee, Seunghyun, et al.
Published: (2025)

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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