DTVI: Dual-Stage Textual and Visual Intervention for Safe Text-to-Image Generation

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Tan, Binhong, Wang, Zhaoxin, Wang, Handing
Natura:	Preprint
Pubblicazione:	2026
Soggetti:	Computer Vision and Pattern Recognition
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Token-Level Constraint Boundary Search for Jailbreaking Text-to-Image Models
di: Liu, Jiangtao, et al.
Pubblicazione: (2025)

Preventing Catastrophic Overfitting in Fast Adversarial Training: A Bi-level Optimization Perspective
di: Wang, Zhaoxin, et al.
Pubblicazione: (2024)

Safe-VAR: Safe Visual Autoregressive Model for Text-to-Image Generative Watermarking
di: Wang, Ziyi, et al.
Pubblicazione: (2025)

Modular Energy Steering for Safe Text-to-Image Generation with Foundation Models
di: Tan, Yaoteng, et al.
Pubblicazione: (2026)

OrienText: Surface Oriented Textual Image Generation
di: Paliwal, Shubham Singh, et al.
Pubblicazione: (2025)

Universal Prompt Optimizer for Safe Text-to-Image Generation
di: Wu, Zongyu, et al.
Pubblicazione: (2024)

Harmonizing Visual and Textual Embeddings for Zero-Shot Text-to-Image Customization
di: Song, Yeji, et al.
Pubblicazione: (2024)

Mismatch Quest: Visual and Textual Feedback for Image-Text Misalignment
di: Gordon, Brian, et al.
Pubblicazione: (2023)

Beyond Flat Text: Dual Self-inherited Guidance for Visual Text Generation
di: Luo, Minxing, et al.
Pubblicazione: (2025)

PromptSafe: Gated Prompt Tuning for Safe Text-to-Image Generation
di: Jing, Zonglei, et al.
Pubblicazione: (2025)

Setting the Stage: Text-Driven Scene-Consistent Image Generation
di: Xie, Cong, et al.
Pubblicazione: (2025)

An Empirical Study and Analysis of Text-to-Image Generation Using Large Language Model-Powered Textual Representation
di: Tan, Zhiyu, et al.
Pubblicazione: (2024)

Textual Localization: Decomposing Multi-concept Images for Subject-Driven Text-to-Image Generation
di: Shentu, Junjie, et al.
Pubblicazione: (2024)

Beyond the Textual: Generating Coherent Visual Options for MCQs
di: Wang, Wanqiang, et al.
Pubblicazione: (2025)

Visual-CoG: Stage-Aware Reinforcement Learning with Chain of Guidance for Text-to-Image Generation
di: Li, Yaqi, et al.
Pubblicazione: (2025)

Directional Textual Inversion for Personalized Text-to-Image Generation
di: Kim, Kunhee, et al.
Pubblicazione: (2025)

Visual Textualization for Image Prompted Object Detection
di: Wu, Yongjian, et al.
Pubblicazione: (2025)

ID-EA: Identity-driven Text Enhancement and Adaptation with Textual Inversion for Personalized Text-to-Image Generation
di: Jin, Hyun-Jun, et al.
Pubblicazione: (2025)

Bridging Visual Affective Gap: Borrowing Textual Knowledge by Learning from Noisy Image-Text Pairs
di: Wu, Daiqing, et al.
Pubblicazione: (2025)

SafeMo: Linguistically Grounded Unlearning for Trustworthy Text-to-Motion Generation
di: Wang, Yiling, et al.
Pubblicazione: (2026)

PurifyGen: A Risk-Discrimination and Semantic-Purification Model for Safe Text-to-Image Generation
di: Cao, Zongsheng, et al.
Pubblicazione: (2025)

Beyond Textual CoT: Interleaved Text-Image Chains with Deep Confidence Reasoning for Image Editing
di: Zou, Zhentao, et al.
Pubblicazione: (2025)

NSFW-Classifier Guided Prompt Sanitization for Safe Text-to-Image Generation
di: Xie, Yu, et al.
Pubblicazione: (2025)

CustomText: Customized Textual Image Generation using Diffusion Models
di: Paliwal, Shubham, et al.
Pubblicazione: (2024)

Visual Text Generation in the Wild
di: Zhu, Yuanzhi, et al.
Pubblicazione: (2024)

Evaluating the Generation of Spatial Relations in Text and Image Generative Models
di: Sim, Shang Hong, et al.
Pubblicazione: (2024)

VCE: Safe Autoregressive Image Generation via Visual Contrast Exploitation
di: Han, Feng, et al.
Pubblicazione: (2025)

Render-of-Thought: Rendering Textual Chain-of-Thought as Images for Visual Latent Reasoning
di: Wang, Yifan, et al.
Pubblicazione: (2026)

Textual Decomposition Then Sub-motion-space Scattering for Open-Vocabulary Motion Generation
di: Fan, Ke, et al.
Pubblicazione: (2024)

SafeGen-Bench: Benchmarking Safety in Image-Conditioned Text-to-Video Generation
di: Ma, Yingzi, et al.
Pubblicazione: (2026)

CogBlender: Towards Continuous Cognitive Intervention in Text-to-Image Generation
di: Dang, Shengqi, et al.
Pubblicazione: (2026)

From Unlearning to UNBRANDING: A Benchmark for Trademark-Safe Text-to-Image Generation
di: Malarz, Dawid, et al.
Pubblicazione: (2025)

Textualize Visual Prompt for Image Editing via Diffusion Bridge
di: Xu, Pengcheng, et al.
Pubblicazione: (2025)

Restore Text First, Enhance Image Later: Two-Stage Scene Text Image Super-Resolution with Glyph Structure Guidance
di: Luo, Minxing, et al.
Pubblicazione: (2025)

Safe-Sora: Safe Text-to-Video Generation via Graphical Watermarking
di: Su, Zihan, et al.
Pubblicazione: (2025)

TextPSG: Panoptic Scene Graph Generation from Textual Descriptions
di: Zhao, Chengyang, et al.
Pubblicazione: (2023)

UPAM: Unified Prompt Attack in Text-to-Image Generation Models Against Both Textual Filters and Visual Checkers
di: Peng, Duo, et al.
Pubblicazione: (2024)

Probing CLIP's Comprehension of 360-Degree Textual and Visual Semantics
di: Wang, Hai, et al.
Pubblicazione: (2026)

VisualPrompter: Semantic-Aware Prompt Optimization with Visual Feedback for Text-to-Image Synthesis
di: Wu, Shiyu, et al.
Pubblicazione: (2025)

Visual and Textual Prompts in VLLMs for Enhancing Emotion Recognition
di: Wang, Zhifeng, et al.
Pubblicazione: (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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
ui	"standard"
language	"it"
VUFIND_SESSION	"7b5606aa30701236467c56e3477ff155"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790970660.2769 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "7b5606aa30701236467c56e3477ff155" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"ui=standard; language=it; VUFIND_SESSION=7b5606aa30701236467c56e3477ff155"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.217.142"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"58681"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2603_22041/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2603_22041/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790970660.2724
REQUEST_TIME	1790970660

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler