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Bibliographic Details
Main Authors:	Liu, Zhihang, Xie, Chen-Wei, Wen, Bin, Yu, Feiwu, Chen, Jixuan, Li, Pandeng, Zhang, Boqiang, Yang, Nianzu, Li, Yinglu, Gao, Zuan, Zheng, Yun, Xie, Hongtao
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Computation and Language Machine Learning
Online Access:	https://arxiv.org/abs/2502.14914
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How Control Information Influences Multilingual Text Image Generation and Editing?
by: Zhang, Boqiang, et al.
Published: (2024)

RegionRAG: Region-level Retrieval-Augmented Generation for Visual Document Understanding
by: Li, Yinglu, et al.
Published: (2025)

Hybrid-Level Instruction Injection for Video Token Compression in Multi-modal Large Language Models
by: Liu, Zhihang, et al.
Published: (2025)

ShowTable: Unlocking Creative Table Visualization with Collaborative Reflection and Refinement
by: Liu, Zhihang, et al.
Published: (2025)

Self-Supervised Pre-training with Symmetric Superimposition Modeling for Scene Text Recognition
by: Gao, Zuan, et al.
Published: (2024)

Rethinking Video Tokenization: A Conditioned Diffusion-based Approach
by: Yang, Nianzu, et al.
Published: (2025)

AIBench: Evaluating Visual-Logical Consistency in Academic Illustration Generation
by: Liao, Zhaohe, et al.
Published: (2026)

GenAgent: Scaling Text-to-Image Generation via Agentic Multimodal Reasoning
by: Jiang, Kaixun, et al.
Published: (2026)

AlignZeg: Mitigating Objective Misalignment for Zero-shot Semantic Segmentation
by: Ge, Jiannan, et al.
Published: (2024)

Focus on the Whole Character: Discriminative Character Modeling for Scene Text Recognition
by: Zhou, Bangbang, et al.
Published: (2024)

DIR: Retrieval-Augmented Image Captioning with Comprehensive Understanding
by: Wu, Hao, et al.
Published: (2024)

UFO: A Unified Approach to Fine-grained Visual Perception via Open-ended Language Interface
by: Tang, Hao, et al.
Published: (2025)

UniLiP: Adapting CLIP for Unified Multimodal Understanding, Generation and Editing
by: Tang, Hao, et al.
Published: (2025)

HICEScore: A Hierarchical Metric for Image Captioning Evaluation
by: Zeng, Zequn, et al.
Published: (2024)

BRACE: A Benchmark for Robust Audio Caption Quality Evaluation
by: Guo, Tianyu, et al.
Published: (2025)

Beyond Visual Cues: Semantic-Driven Token Filtering and Expert Routing for Anytime Person ReID
by: Li, Jiaxuan, et al.
Published: (2026)

SC-Captioner: Improving Image Captioning with Self-Correction by Reinforcement Learning
by: Zhang, Lin, et al.
Published: (2025)

SpaceVLLM: Endowing Multimodal Large Language Model with Spatio-Temporal Video Grounding Capability
by: Wang, Jiankang, et al.
Published: (2025)

EditBoard: Towards a Comprehensive Evaluation Benchmark for Text-Based Video Editing Models
by: Chen, Yupeng, et al.
Published: (2024)

Hallucination Mitigation Prompts Long-term Video Understanding
by: Sun, Yiwei, et al.
Published: (2024)

Efficient Deployment of Large Language Models on Resource-constrained Devices
by: Yao, Zhiwei, et al.
Published: (2025)

WARBENCH: A Comprehensive Benchmark for Evaluating LLMs in Military Decision-Making
by: Li, Zongjie, et al.
Published: (2026)

BACON: Improving Clarity of Image Captions via Bag-of-Concept Graphs
by: Yang, Zhantao, et al.
Published: (2024)

SITE: towards Spatial Intelligence Thorough Evaluation
by: Wang, Wenqi, et al.
Published: (2025)

DiffCap-Bench: A Comprehensive, Challenging, Robust Benchmark for Image Difference Captioning
by: Wei, Yuancheng, et al.
Published: (2026)

HELMET: How to Evaluate Long-Context Language Models Effectively and Thoroughly
by: Yen, Howard, et al.
Published: (2024)

MMLongBench: Benchmarking Long-Context Vision-Language Models Effectively and Thoroughly
by: Wang, Zhaowei, et al.
Published: (2025)

Collaborative Inference for Large Models with Task Offloading and Early Exiting
by: Xie, Zuan, et al.
Published: (2024)

Comprehensive Evaluation and Analysis for NSFW Concept Erasure in Text-to-Image Diffusion Models
by: Chen, Die, et al.
Published: (2025)

OmniCaptioner: One Captioner to Rule Them All
by: Lu, Yiting, et al.
Published: (2025)

Learning to Correction: Explainable Feedback Generation for Visual Commonsense Reasoning Distractor
by: Chen, Jiali, et al.
Published: (2024)

Omni-Captioner: Data Pipeline, Models, and Benchmark for Omni Detailed Perception
by: Ma, Ziyang, et al.
Published: (2025)

Boosting Segment Anything Model to Generalize Visually Non-Salient Scenarios
by: Guo, Guangqian, et al.
Published: (2026)

VCap: Hypergeometric Rewards for Weak-to-Strong Visual Captioning
by: Lu, Xingyu, et al.
Published: (2026)

Benchmarking Table Comprehension In The Wild
by: Pan, Yikang, et al.
Published: (2024)

Evaluating LLMs for Demographic-Targeted Social Bias Detection: A Comprehensive Benchmark Study
by: Majumdar, Ayan, et al.
Published: (2025)

MUNIChus: Multilingual News Image Captioning Benchmark
by: Chen, Yuji, et al.
Published: (2026)

Seeing is Improving: Visual Feedback for Iterative Text Layout Refinement
by: Guo, Junrong, et al.
Published: (2026)

MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs
by: Chen, Huiyi, 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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