Multi-turn Consistent Image Editing

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Bibliographic Details
Main Authors:	Zhou, Zijun, Deng, Yingying, He, Xiangyu, Dong, Weiming, Tang, Fan
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
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FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing
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Inversion-Free Style Transfer with Dual Rectified Flows
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LatentEdit: Adaptive Latent Control for Consistent Semantic Editing
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CoSTA$\ast$: Cost-Sensitive Toolpath Agent for Multi-turn Image Editing
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UniRef-Image-Edit: Towards Scalable and Consistent Multi-Reference Image Editing
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TheaterGen: Character Management with LLM for Consistent Multi-turn Image Generation
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FaSTA$^*$: Fast-Slow Toolpath Agent with Subroutine Mining for Efficient Multi-turn Image Editing
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AutoStudio: Crafting Consistent Subjects in Multi-turn Interactive Image Generation
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Towards Scalable and Consistent 3D Editing
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Understanding the Implicit User Intention via Reasoning with Large Language Model for Image Editing
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IMAGHarmony: Controllable Image Editing with Consistent Object Quantity and Layout
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Instruction Guided Multi Object Image Editing with Quantity and Layout Consistency
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Edicho: Consistent Image Editing in the Wild
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Consistent Image Layout Editing with Diffusion Models
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CIRCLED: A Multi-turn CIR Dataset with Consistent Dialogues across Domains
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DialogGen: Multi-modal Interactive Dialogue System for Multi-turn Text-to-Image Generation
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DGE: Direct Gaussian 3D Editing by Consistent Multi-view Editing
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Towards Consistent and Controllable Image Synthesis for Face Editing
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GRADE: Benchmarking Discipline-Informed Reasoning in Image Editing
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Towards Generalized Multi-Image Editing for Unified Multimodal Models
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MVInpainter: Learning Multi-View Consistent Inpainting to Bridge 2D and 3D Editing
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ConsistI2V: Enhancing Visual Consistency for Image-to-Video Generation
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Consistent Video Editing as Flow-Driven Image-to-Video Generation
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Rethinking Where to Edit: Task-Aware Localization for Instruction-Based Image Editing
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ReMix: Towards a Unified View of Consistent Character Generation and Editing
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TweezeEdit: Consistent and Efficient Image Editing with Path Regularization
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Deep But Reliable: Advancing Multi-turn Reasoning for Thinking with Images
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Multi-Reward as Condition for Instruction-based Image Editing
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MDFI-Net: Multiscale Differential Feature Interaction Network for Accurate Retinal Vessel Segmentation
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TBStar-Edit: From Image Editing Pattern Shifting to Consistency Enhancement
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Inverse-and-Edit: Effective and Fast Image Editing by Cycle Consistency Models
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LimeCross: Context-Conditioned Layered Image Editing with Structural Consistency
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Reference-Free Omnidirectional Stereo Matching via Multi-View Consistency Maximization
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Fast Multi-view Consistent 3D Editing with Video Priors
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LIPE: Learning Personalized Identity Prior for Non-rigid Image Editing
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Talk2Image: A Multi-Agent System for Multi-Turn Image Generation and Editing
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Texture-aware Intrinsic Image Decomposition with Model- and Learning-based Priors
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* * @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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