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Bibliographic Details
Main Authors:	Zhou, Jun, Hu, Bingwen, Wang, Yaxiong, Zheng, Zhedong, Wang, Yongzhen, Zhang, Yuchen, Liu, Ping
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2605.28459
Tags:	Add Tag No Tags, Be the first to tag this record!

CLIP-SR: Collaborative Linguistic and Image Processing for Super-Resolution
by: Hu, Bingwen, et al.
Published: (2024)

The Coherence Trap: When MLLM-Crafted Narratives Exploit Manipulated Visual Contexts
by: Zhang, Yuchen, et al.
Published: (2025)

M2IR: Proactive All-in-One Image Restoration via Mamba-style Modulation and Mixture-of-Experts
by: Wang, Shiwei, et al.
Published: (2026)

Laplace-Mamba: Laplace Frequency Prior-Guided Mamba-CNN Fusion Network for Image Dehazing
by: Wang, Yongzhen, et al.
Published: (2025)

Can Video Diffusion Models Predict Past Frames? Bidirectional Cycle Consistency for Reversible Interpolation
by: Liu, Lingyu, et al.
Published: (2026)

Every Painting Awakened: A Training-free Framework for Painting-to-Animation Generation
by: Liu, Lingyu, et al.
Published: (2025)

Beyond Artificial Misalignment: Detecting and Grounding Semantic-Coordinated Multimodal Manipulations
by: Shen, Jinjie, et al.
Published: (2025)

Pretrain-then-Adapt: Uncertainty-Aware Test-Time Adaptation for Text-based Person Search
by: Zhang, Jiahao, et al.
Published: (2026)

SketchThinker-R1: Towards Efficient Sketch-Style Reasoning in Large Multimodal Models
by: Zhang, Ruiyang, et al.
Published: (2026)

Beyond Walking: A Large-Scale Image-Text Benchmark for Text-based Person Anomaly Search
by: Yang, Shuyu, et al.
Published: (2024)

Towards Scalable Video Anomaly Retrieval: A Synthetic Video-Text Benchmark
by: Yang, Shuyu, et al.
Published: (2025)

Generating Attribution Reports for Manipulated Facial Images: A Dataset and Baseline
by: Lian, Jingchun, et al.
Published: (2024)

Look, Compare and Draw: Differential Query Transformer for Automatic Oil Painting
by: Liu, Lingyu, et al.
Published: (2026)

Minimizing the Pretraining Gap: Domain-aligned Text-Based Person Retrieval
by: Yang, Shuyu, et al.
Published: (2025)

ASAP: Advancing Semantic Alignment Promotes Multi-Modal Manipulation Detecting and Grounding
by: Zhang, Zhenxing, et al.
Published: (2024)

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation
by: Zhang, Ruiyang, et al.
Published: (2024)

RIGI: Rectifying Image-to-3D Generation Inconsistency via Uncertainty-aware Learning
by: Wang, Jiacheng, et al.
Published: (2024)

REVEAL: Reasoning-Enhanced Forensic Evidence Analysis for Explainable AI-Generated Image Detection
by: Cao, Huangsen, et al.
Published: (2025)

Scale Up Composed Image Retrieval Learning via Modification Text Generation
by: Zhou, Yinan, et al.
Published: (2025)

Harnessing Uncertainty-aware Bounding Boxes for Unsupervised 3D Object Detection
by: Zhang, Ruiyang, et al.
Published: (2024)

Approaching Outside: Scaling Unsupervised 3D Object Detection from 2D Scene
by: Zhang, Ruiyang, et al.
Published: (2024)

TIGeR: Text-Instructed Generation and Refinement for Template-Free Hand-Object Interaction
by: Huang, Yiyao, et al.
Published: (2025)

Uncertainty-o: One Model-agnostic Framework for Unveiling Uncertainty in Large Multimodal Models
by: Zhang, Ruiyang, et al.
Published: (2025)

CaLa: Complementary Association Learning for Augmenting Composed Image Retrieval
by: Jiang, Xintong, et al.
Published: (2024)

REVEAL -- Reasoning and Evaluation of Visual Evidence through Aligned Language
by: Praharaj, Ipsita, et al.
Published: (2025)

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search
by: Ju, Hao, et al.
Published: (2025)

Can Vision-Language Models Think from the Sky? Unifying UAV Reasoning and Generation
by: Sun, Jintao, et al.
Published: (2026)

Stress Tests REVEAL Fragile Temporal and Visual Grounding in Video-Language Models
by: T V, Sethuraman, et al.
Published: (2026)

SEED: A Benchmark Dataset for Sequential Facial Attribute Editing with Diffusion Models
by: Zhu, Yule, et al.
Published: (2025)

Unwarping Screen Content Images via Structure-texture Enhancement Network and Transformation Self-estimation
by: Xiao, Zhenzhen, et al.
Published: (2025)

From Instruction to Event: Sound-Triggered Mobile Manipulation
by: Ju, Hao, et al.
Published: (2026)

TDEdit: A Unified Diffusion Framework for Text-Drag Guided Image Manipulation
by: Wang, Qihang, et al.
Published: (2025)

VSearcher: Long-Horizon Multimodal Search Agent via Reinforcement Learning
by: Zhang, Ruiyang, et al.
Published: (2026)

Uncertainty-Aware Trajectory Prediction: A Unified Framework Harnessing Positional and Semantic Uncertainties
by: Sun, Jintao, et al.
Published: (2026)

M2Restore: Mixture-of-Experts-based Mamba-CNN Fusion Framework for All-in-One Image Restoration
by: Wang, Yongzhen, et al.
Published: (2025)

Multimodal Reference Visual Grounding
by: Lu, Yangxiao, et al.
Published: (2025)

Echo Planning for Autonomous Driving: From Current Observations to Future Trajectories and Back
by: Sun, Jintao, et al.
Published: (2025)

WDMamba: When Wavelet Degradation Prior Meets Vision Mamba for Image Dehazing
by: Sun, Jie, et al.
Published: (2025)

VG-Refiner: Towards Tool-Refined Referring Grounded Reasoning via Agentic Reinforcement Learning
by: Wang, Yuji, 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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