text-guided-image-editing

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30 shown of 34 papers with code (68 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Versatile Diffusion: Text, Images and Variations All in One Diffusion Model
  15 Nov 2022 3 repositories listed
  In this work, we expand the existing single-flow diffusion pipeline into a multi-task multimodal network, dubbed Versatile Diffusion (VD), that handles multiple flows of text-to-image, image-to-text, and variations in…
• Invisible Backdoor Attacks on Diffusion Models
  2 Jun 2024 2 repositories listed Syntology ran 9 of 35 samples · 26 unverified · 19 pointer-only (licence)
  In recent years, diffusion models have achieved remarkable success in the realm of high-quality image generation, garnering increased attention.
• ImagenHub: Standardizing the evaluation of conditional image generation models
  2 Oct 2023 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Recently, a myriad of conditional image generation and editing models have been developed to serve different downstream tasks, including text-to-image generation, text-guided image editing, subject-driven image…
• MDP: A Generalized Framework for Text-Guided Image Editing by Manipulating the Diffusion Path
  29 Mar 2023 2 repositories listed Syntology ran 3 of 6 samples · 3 unverified
  Image generation using diffusion can be controlled in multiple ways.
• EDICT: Exact Diffusion Inversion via Coupled Transformations
  22 Nov 2022 2 repositories listed
  EDICT enables mathematically exact inversion of real and model-generated images by maintaining two coupled noise vectors which are used to invert each other in an alternating fashion.
• On Distillation of Guided Diffusion Models
  6 Oct 2022 2 repositories listed
  For standard diffusion models trained on the pixel-space, our approach is able to generate images visually comparable to that of the original model using as few as 4 sampling steps on ImageNet 64x64 and CIFAR-10,…
• Highly Compressed Tokenizer Can Generate Without Training
  9 Jun 2025 1 repository listed
  We find that the high degree of compression achieved by a 1D tokenizer with vector quantization enables image editing and generative capabilities through heuristic manipulation of tokens, demonstrating that even very…
• PairEdit: Learning Semantic Variations for Exemplar-based Image Editing
  9 Jun 2025 1 repository listed
  In this paper, we introduce PairEdit, a novel visual editing method designed to effectively learn complex editing semantics from a limited number of image pairs or even a single image pair, without using any textual…
• GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing
  16 May 2025 1 repository listed
  Editing images using natural language instructions has become a natural and expressive way to modify visual content; yet, evaluating the performance of such models remains challenging.
• Towards Scalable Human-aligned Benchmark for Text-guided Image Editing
  1 May 2025 1 repository listed
  A variety of text-guided image editing models have been proposed recently.
• Training-Free Text-Guided Image Editing with Visual Autoregressive Model
  31 Mar 2025 1 repository listed
  Text-guided image editing is an essential task that enables users to modify images through natural language descriptions.
• LOCATEdit: Graph Laplacian Optimized Cross Attention for Localized Text-Guided Image Editing
  27 Mar 2025 1 repository listed
  Text-guided image editing aims to modify specific regions of an image according to natural language instructions while maintaining the general structure and the background fidelity.
• LUSD: Localized Update Score Distillation for Text-Guided Image Editing
  14 Mar 2025 1 repository listed
  Experimental results show our method outperforms state-of-the-art score distillation techniques in prompt fidelity, improving successful edits while preserving the background.
• Aligning Text to Image in Diffusion Models is Easier Than You Think
  11 Mar 2025 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  While recent advancements in generative modeling have significantly improved text-image alignment, some residual misalignment between text and image representations still remains.
• Towards Small Object Editing: A Benchmark Dataset and A Training-Free Approach
  3 Nov 2024 1 repository listed
  A plethora of text-guided image editing methods has recently been developed by leveraging the impressive capabilities of large-scale diffusion-based generative models especially Stable Diffusion.
• TextureDiffusion: Target Prompt Disentangled Editing for Various Texture Transfer
  15 Sep 2024 1 repository listed
  In this paper, we propose TextureDiffusion, a tuning-free image editing method applied to various texture transfer.
• Hyper-parameter tuning for text guided image editing
  31 Jul 2024 1 repository listed
  The test-time finetuning text-guided image editing method, Forgedit, is capable of tackling general and complex image editing problems given only the input image itself and the target text prompt.
• LocInv: Localization-aware Inversion for Text-Guided Image Editing
  2 May 2024 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  Large-scale Text-to-Image (T2I) diffusion models demonstrate significant generation capabilities based on textual prompts.
• Eta Inversion: Designing an Optimal Eta Function for Diffusion-based Real Image Editing
  14 Mar 2024 1 repository listed
  Diffusion models have achieved remarkable success in the domain of text-guided image generation and, more recently, in text-guided image editing.
• Diffusion Model-Based Image Editing: A Survey
  27 Feb 2024 1 repository listed
  In this survey, we provide an exhaustive overview of existing methods using diffusion models for image editing, covering both theoretical and practical aspects in the field.
• SpecRef: A Fast Training-free Baseline of Specific Reference-Condition Real Image Editing
  7 Jan 2024 1 repository listed
  To increase user freedom, we propose a new task called Specific Reference Condition Real Image Editing, which allows user to provide a reference image to further control the outcome, such as replacing an object with a…
• Your Student is Better Than Expected: Adaptive Teacher-Student Collaboration for Text-Conditional Diffusion Models
  17 Dec 2023 1 repository listed
  While several powerful distillation methods were recently proposed, the overall quality of student samples is typically lower compared to the teacher ones, which hinders their practical usage.
• Lasagna: Layered Score Distillation for Disentangled Object Relighting
  30 Nov 2023 1 repository listed Syntology ran 7 of 7 samples · 0 unverified · 7 pointer-only (licence)
  Although generative editing methods now enable some forms of image editing, relighting is still beyond today's capabilities; existing methods struggle to keep other aspects of the image -- colors, shapes, and textures…
• DeltaSpace: A Semantic-aligned Feature Space for Flexible Text-guided Image Editing
  12 Oct 2023 1 repository listed
  Based on DeltaSpace, we propose a novel framework called DeltaEdit, which maps the CLIP visual feature differences to the latent space directions of a generative model during the training phase, and predicts the latent…
• CoDi: Conditional Diffusion Distillation for Higher-Fidelity and Faster Image Generation
  2 Oct 2023 1 repository listed
  Our conditional-task learning and distillation approach outperforms previous distillation methods, achieving a new state-of-the-art in producing high-quality images with very few steps (e.
• Forgedit: Text Guided Image Editing via Learning and Forgetting
  19 Sep 2023 1 repository listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  Text-guided image editing on real or synthetic images, given only the original image itself and the target text prompt as inputs, is a very general and challenging task.
• Masked-Attention Diffusion Guidance for Spatially Controlling Text-to-Image Generation
  11 Aug 2023 1 repository listed
  To address this issue, we propose masked-attention guidance, which can generate images more faithful to semantic masks via indirect control of attention to each word and pixel by manipulating noise images fed to…
• MagicBrush: A Manually Annotated Dataset for Instruction-Guided Image Editing
  16 Jun 2023 1 repository listed
  To address this issue, we introduce MagicBrush (https://osu-nlp-group.
• InstructEdit: Improving Automatic Masks for Diffusion-based Image Editing With User Instructions
  29 May 2023 1 repository listed Syntology ran 2 of 2 samples · 0 unverified
  In this work, we propose a framework termed InstructEdit that can do fine-grained editing based on user instructions.
• In-Context Learning Unlocked for Diffusion Models
  1 May 2023 1 repository listed
  We present Prompt Diffusion, a framework for enabling in-context learning in diffusion-based generative models.

Syntology lines on 8 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.