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Main Authors:	Heo, Junhyuk, Choi, Beomkyu, Shin, Hyunjin, Kwon, Darongsae
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	https://arxiv.org/abs/2601.17039
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Self-Supervised Score-Based Despeckling for SAR Imagery via Log-Domain Transformation
by: Heo, Junhyuk
Published: (2026)

Basis-Oriented Low-rank Transfer for Few-Shot and Test-Time Adaptation
by: Park, Junghwan, et al.
Published: (2025)

FLAME: Physics-Guided Neural Operators for Onboard Satellite Methane Detection in Hyperspectral Imagery
by: Heo, Junhyuk, et al.
Published: (2026)

VIRO: Robust and Efficient Neuro-Symbolic Reasoning with Verification for Referring Expression Comprehension
by: Park, Hyejin, et al.
Published: (2026)

AJAHR: Amputated Joint Aware 3D Human Mesh Recovery
by: Cho, Hyunjin, et al.
Published: (2025)

Patch Rebirth: Toward Fast and Transferable Model Inversion of Vision Transformers
by: Heo, Seongsoo, et al.
Published: (2025)

FRDiff : Feature Reuse for Universal Training-free Acceleration of Diffusion Models
by: So, Junhyuk, et al.
Published: (2023)

CogME: A Cognition-Inspired Multi-Dimensional Evaluation Metric for Story Understanding
by: Shin, Minjung, et al.
Published: (2021)

Looking Beyond the Window: Global-Local Aligned CLIP for Training-free Open-Vocabulary Semantic Segmentation
by: Lee, ByeongCheol, et al.
Published: (2026)

Open-Set Domain Adaptation for Semantic Segmentation
by: Choe, Seun-An, et al.
Published: (2024)

DanQing: An Up-to-Date Large-Scale Chinese Vision-Language Pre-training Dataset
by: Shen, Hengyu, et al.
Published: (2026)

Fields of The World: A Machine Learning Benchmark Dataset For Global Agricultural Field Boundary Segmentation
by: Kerner, Hannah, et al.
Published: (2024)

RadiomicsRetrieval: A Customizable Framework for Medical Image Retrieval Using Radiomics Features
by: Na, Inye, et al.
Published: (2025)

TowerDataset: A Heterogeneous Benchmark for Transmission Corridor Segmentation with a Global-Local Fusion Framework
by: Cui, Xu, et al.
Published: (2026)

Kvasir-VQA: A Text-Image Pair GI Tract Dataset
by: Gautam, Sushant, et al.
Published: (2024)

Three-dimensional Deep Shape Optimization with a Limited Dataset
by: Kwon, Yongmin, et al.
Published: (2025)

Generative Phomosaic with Structure-Aligned and Personalized Diffusion
by: Chung, Jaeyoung, et al.
Published: (2026)

Item Region-based Style Classification Network (IRSN): A Fashion Style Classifier Based on Domain Knowledge of Fashion Experts
by: Choi, Jinyoung, et al.
Published: (2025)

Real-World Efficient Blind Motion Deblurring via Blur Pixel Discretization
by: Kim, Insoo, et al.
Published: (2024)

Training-Free Global Geometric Association for 4D LiDAR Panoptic Segmentation
by: Oh, Gyeongrok, et al.
Published: (2025)

Short-term Object Interaction Anticipation with Disentangled Object Detection @ Ego4D Short Term Object Interaction Anticipation Challenge
by: Cho, Hyunjin, et al.
Published: (2024)

VolDoGer: LLM-assisted Datasets for Domain Generalization in Vision-Language Tasks
by: Choi, Juhwan, et al.
Published: (2024)

Granular Concept Circuits: Toward a Fine-Grained Circuit Discovery for Concept Representations
by: Kwon, Dahee, et al.
Published: (2025)

Holi-DETR: Holistic Fashion Item Detection Leveraging Contextual Information
by: Kwon, Youngchae, et al.
Published: (2025)

AURA: Development and Validation of an Augmented Unplanned Removal Alert System using Synthetic ICU Videos
by: Seo, Junhyuk, et al.
Published: (2025)

DermaSynth: Rich Synthetic Image-Text Pairs Using Open Access Dermatology Datasets
by: Yilmaz, Abdurrahim, et al.
Published: (2025)

ProMerge: Prompt and Merge for Unsupervised Instance Segmentation
by: Li, Dylan, et al.
Published: (2024)

GuidNoise: Single-Pair Guided Diffusion for Generalized Noise Synthesis
by: Kim, Changjin, et al.
Published: (2025)

Subtask-Aware Visual Reward Learning from Segmented Demonstrations
by: Kim, Changyeon, et al.
Published: (2025)

Transferring Ultrahigh-Field Representations for Intensity-Guided Brain Segmentation of Low-Field Magnetic Resonance Imaging
by: Oh, Kwanseok, et al.
Published: (2024)

Semantic Guidance Tuning for Text-To-Image Diffusion Models
by: Kang, Hyun, et al.
Published: (2023)

WAS: Dataset and Methods for Artistic Text Segmentation
by: Xie, Xudong, et al.
Published: (2024)

Skinned Motion Retargeting with Spatially Adaptive Interaction Guidance
by: Choi, Soojin, et al.
Published: (2026)

Stylized Text-to-Motion Generation via Hypernetwork-Driven Low-Rank Adaptation
by: Jeon, Junhyuk, et al.
Published: (2026)

Multimodal Distribution Matching for Vision-Language Dataset Distillation
by: Jeong, Jongoh, et al.
Published: (2026)

FakeChain: Exposing Shallow Cues in Multi-Step Deepfake Detection
by: Heo, Minji, et al.
Published: (2025)

Avoid Wasted Annotation Costs in Open-set Active Learning with Pre-trained Vision-Language Model
by: Heo, Jaehyuk, et al.
Published: (2024)

An Exceptional Dataset For Rare Pancreatic Tumor Segmentation
by: Li, Wenqi, et al.
Published: (2025)

Cross-Dataset Generalization For Retinal Lesions Segmentation
by: Playout, Clément, et al.
Published: (2024)

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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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