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Main Authors:	Lu, Wanglong, Wang, Jikai, Wang, Tao, Zhang, Kaihao, Jiang, Xianta, Zhao, Hanli
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition Multimedia 68U10 I.4.3; I.4.4; I.4.5; I.4.9
Online Access:	https://arxiv.org/abs/2412.21042
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TextDoctor: Unified Document Image Inpainting via Patch Pyramid Diffusion Models
by: Lu, Wanglong, et al.
Published: (2025)

Relightable and Dynamic Gaussian Avatar Reconstruction from Monocular Video
by: Choi, Seonghwa, et al.
Published: (2025)

Do Inpainting Yourself: Generative Facial Inpainting Guided by Exemplars
by: Lu, Wanglong, et al.
Published: (2022)

Learning Joint Denoising, Demosaicing, and Compression from the Raw Natural Image Noise Dataset
by: Brummer, Benoit, et al.
Published: (2025)

MdaIF: Robust One-Stop Multi-Degradation-Aware Image Fusion with Language-Driven Semantics
by: Li, Jing, et al.
Published: (2025)

Event-ECC: Asynchronous Tracking of Events with Continuous Optimization
by: Zafeiri, Maria, et al.
Published: (2024)

BG-YOLO: A Bidirectional-Guided Method for Underwater Object Detection
by: Zhang, Jian, et al.
Published: (2024)

ForensicFormer: Hierarchical Multi-Scale Reasoning for Cross-Domain Image Forgery Detection
by: Samson, Hema Hariharan
Published: (2026)

Improving Visual Object Tracking through Visual Prompting
by: Chen, Shih-Fang, et al.
Published: (2024)

The Impact of Image Resolution on Face Detection: A Comparative Analysis of MTCNN, YOLOv XI and YOLOv XII models
by: Ömercikoğlu, Ahmet Can, et al.
Published: (2025)

FLD+: Data-efficient Evaluation Metric for Generative Models
by: Jeevan, Pranav, et al.
Published: (2024)

WaveMixSR-V2: Enhancing Super-resolution with Higher Efficiency
by: Jeevan, Pranav, et al.
Published: (2024)

Normalizing Flow-Based Metric for Image Generation
by: Jeevan, Pranav, et al.
Published: (2024)

Learning to Expand Images for Efficient Visual Autoregressive Modeling
by: Yang, Ruiqing, et al.
Published: (2025)

Motion-Based Sign Language Video Summarization using Curvature and Torsion
by: Sartinas, Evangelos G., et al.
Published: (2023)

Haze-Aware Attention Network for Single-Image Dehazing
by: Tong, Lihan, et al.
Published: (2024)

Eleven Primitives and Three Gates: The Universal Structure of Computational Imaging
by: Yang, Chengshuai, et al.
Published: (2026)

Neural Image Compression Using Masked Sparse Visual Representation
by: Jiang, Wei, et al.
Published: (2023)

Few-Class Arena: A Benchmark for Efficient Selection of Vision Models and Dataset Difficulty Measurement
by: Cao, Bryan Bo, et al.
Published: (2024)

Detailed Evaluation of Modern Machine Learning Approaches for Optic Plastics Sorting
by: Maheshkar, Vaishali, et al.
Published: (2025)

Evaluation Metric for Quality Control and Generative Models in Histopathology Images
by: Jeevan, Pranav, et al.
Published: (2024)

BFORE: Butterfly-Firefly Optimized Retinex Enhancement for Low-Light Image Quality Improvement
by: Cherif, Ahmed
Published: (2026)

Model Agnostic Defense against Adversarial Patch Attacks on Object Detection in Unmanned Aerial Vehicles
by: Pathak, Saurabh, et al.
Published: (2024)

Revealing an Unattractivity Bias in Mental Reconstruction of Occluded Faces using Generative Image Models
by: Riedmann, Frederik, et al.
Published: (2024)

CADE 2.5 - ZeResFDG: Frequency-Decoupled, Rescaled and Zero-Projected Guidance for SD/SDXL Latent Diffusion Models
by: Rychkovskiy, Denis
Published: (2025)

Neural Fields for 3D Tracking of Anatomy and Surgical Instruments in Monocular Laparoscopic Video Clips
by: Gerats, Beerend G. A., et al.
Published: (2024)

StatsMerging: Statistics-Guided Model Merging via Task-Specific Teacher Distillation
by: Merugu, Ranjith, et al.
Published: (2025)

Enhancing rice leaf images: An overview of image denoising techniques
by: Chutia, Rupjyoti, et al.
Published: (2025)

i-DEQ: A stable inertial deep equilibrium model for image restoration
by: Clerc, Antonin, et al.
Published: (2026)

Under-Canopy Terrain Reconstruction in Dense Forests Using RGB Imaging and Neural 3D Reconstruction
by: Sheffer, Refael, et al.
Published: (2026)

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration
by: Luo, Wenyang, et al.
Published: (2025)

Mapping Tomato Cropping Systems in California Using AlphaEarth Geospatial Embeddings and Deep Learning Analysis
by: Narimani, Mohammadreza, et al.
Published: (2026)

Lightweight Complementary-Cue Fusion for Robust Video Face Forgery Detection
by: Baek, Sunghwan, et al.
Published: (2026)

A unified Benchmark for Multi-Frame Image Restoration under Severe Refractive Warping
by: Shugaev, Maxim V., et al.
Published: (2026)

HieraEdgeNet: A Multi-Scale Edge-Enhanced Framework for Automated Pollen Recognition
by: Long, Yuchong, et al.
Published: (2025)

Beyond RGB: Leveraging Vision Transformers for Thermal Weapon Segmentation
by: Kambhatla, Akhila, et al.
Published: (2025)

Digital analysis of early color photographs taken using regular color screen processes
by: Hubička, Jan, et al.
Published: (2023)

N-DriverMotion: Driver motion learning and prediction using an event-based camera and directly trained spiking neural networks on Loihi 2
by: Chung, Hyo Jong, et al.
Published: (2024)

Out-of-Sight Embodied Agents: Multimodal Tracking, Sensor Fusion, and Trajectory Forecasting
by: Zhang, Haichao, 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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