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Bibliographic Details
Main Authors:	Li, Pengzhi, Nie, Qiang, Chen, Ying, Jiang, Xi, Wu, Kai, Lin, Yuhuan, Liu, Yong, Peng, Jinlong, Wang, Chengjie, Zheng, Feng
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2403.12658
Tags:	Add Tag No Tags, Be the first to tag this record!

IIDM: Inter and Intra-domain Mixing for Semi-supervised Domain Adaptation in Semantic Segmentation
by: Fu, Weifu, et al.
Published: (2023)

LORS: Low-rank Residual Structure for Parameter-Efficient Network Stacking
by: Li, Jialin, et al.
Published: (2024)

HCPM: Hierarchical Candidates Pruning for Efficient Detector-Free Matching
by: Chen, Ying, et al.
Published: (2024)

Infusion: Preventing Customized Text-to-Image Diffusion from Overfitting
by: Zeng, Weili, et al.
Published: (2024)

MegaSR: Mining Customized Semantics and Expressive Guidance for Real-World Image Super-Resolution
by: Li, Xinrui, et al.
Published: (2025)

DynamicControl: Adaptive Condition Selection for Improved Text-to-Image Generation
by: He, Qingdong, et al.
Published: (2024)

FreeCustom: Tuning-Free Customized Image Generation for Multi-Concept Composition
by: Ding, Ganggui, et al.
Published: (2024)

CountDiffusion: Text-to-Image Synthesis with Training-Free Counting-Guidance Diffusion
by: Li, Yanyu, et al.
Published: (2025)

Conditional Text-to-Image Generation with Reference Guidance
by: Kim, Taewook, et al.
Published: (2024)

ConsistentRFT: Reducing Visual Hallucinations in Flow-based Reinforcement Fine-Tuning
by: Tan, Xiaofeng, et al.
Published: (2026)

RIS-FUSION: Rethinking Text-Driven Infrared and Visible Image Fusion from the Perspective of Referring Image Segmentation
by: Ma, Siju, et al.
Published: (2025)

Decision Boundary-aware Knowledge Consolidation Generates Better Instance-Incremental Learner
by: Nie, Qiang, et al.
Published: (2024)

Learning to Customize Text-to-Image Diffusion In Diverse Context
by: Kim, Taewook, et al.
Published: (2024)

Learning Disentangled Identifiers for Action-Customized Text-to-Image Generation
by: Huang, Siteng, et al.
Published: (2023)

PhyCustom: Towards Realistic Physical Customization in Text-to-Image Generation
by: Wu, Fan, et al.
Published: (2025)

Segmentation-Free Guidance for Text-to-Image Diffusion Models
by: Azarian, Kambiz, et al.
Published: (2024)

From Competition to Coopetition: Coopetitive Training-Free Image Editing Based on Text Guidance
by: Shen, Jinhao, et al.
Published: (2026)

CustAny: Customizing Anything from A Single Example
by: Kong, Lingjie, et al.
Published: (2024)

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

DECOR:Decomposition and Projection of Text Embeddings for Text-to-Image Customization
by: Jang, Geonhui, et al.
Published: (2024)

Unsupervised Continual Anomaly Detection with Contrastively-learned Prompt
by: Liu, Jiaqi, et al.
Published: (2024)

PromptEcho: Annotation-Free Reward from Vision-Language Models for Text-to-Image Reinforcement Learning
by: Liu, Jinlong, et al.
Published: (2026)

SoftPatch: Unsupervised Anomaly Detection with Noisy Data
by: Jiang, Xi, et al.
Published: (2024)

Generating Multi-Image Synthetic Data for Text-to-Image Customization
by: Kumari, Nupur, et al.
Published: (2025)

Event-Customized Image Generation
by: Wang, Zhen, et al.
Published: (2024)

CustomCrafter: Customized Video Generation with Preserving Motion and Concept Composition Abilities
by: Wu, Tao, et al.
Published: (2024)

TF-TI2I: Training-Free Text-and-Image-to-Image Generation via Multi-Modal Implicit-Context Learning in Text-to-Image Models
by: Hsiao, Teng-Fang, et al.
Published: (2025)

IDAdapter: Learning Mixed Features for Tuning-Free Personalization of Text-to-Image Models
by: Cui, Siying, et al.
Published: (2024)

Unbiased Image Synthesis via Manifold Guidance in Diffusion Models
by: Su, Xingzhe, et al.
Published: (2023)

Calligrapher: Freestyle Text Image Customization
by: Ma, Yue, et al.
Published: (2025)

EditID: Training-Free Editable ID Customization for Text-to-Image Generation
by: Li, Guandong, et al.
Published: (2025)

Identity-Preserving Text-to-Video Generation via Training-Free Prompt, Image, and Guidance Enhancement
by: Gao, Jiayi, et al.
Published: (2025)

AdapNet: Adaptive Noise-Based Network for Low-Quality Image Retrieval
by: Zhang, Sihe, et al.
Published: (2024)

SPF-Portrait: Towards Pure Text-to-Portrait Customization with Semantic Pollution-Free Fine-Tuning
by: Xian, Xiaole, et al.
Published: (2025)

PanoFree: Tuning-Free Holistic Multi-view Image Generation with Cross-view Self-Guidance
by: Liu, Aoming, et al.
Published: (2024)

Guide-and-Rescale: Self-Guidance Mechanism for Effective Tuning-Free Real Image Editing
by: Titov, Vadim, et al.
Published: (2024)

SG-Adapter: Enhancing Text-to-Image Generation with Scene Graph Guidance
by: Shen, Guibao, et al.
Published: (2024)

CustomContrast: A Multilevel Contrastive Perspective For Subject-Driven Text-to-Image Customization
by: Chen, Nan, et al.
Published: (2024)

FreeGraftor: Training-Free Cross-Image Feature Grafting for Subject-Driven Text-to-Image Generation
by: Yao, Zebin, 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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