OpenCodePapers

text-based-image-editing-on-pie-bench

Image GenerationImage EditingText-based Image Editing
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PaperCodeBackground PSNRBackground LPIPSStructure DistanceCLIPSIMPIE-Bench Edit Region CLIP SimilarityModelNameReleaseDate
KV-Edit: Training-Free Image Editing for Precise Background Preservation✓ Link35.879.921.9825.63KV-Edit2025-02-24
FlashIn: Fast and Accurate Image Inversion for Real-time Image Editing31.9125.6723.94FlashIn2026-06-03
Multi-History-Step SDE Inversion for Image Editing with Superior Regional Awareness29.35MIEdit (SD3.5)2026-09-08
Inversion-Free Image Editing with Natural Language✓ Link28.5147.5813.7825.03Virtual Inversion+Unified Attention Control+LCM2023-12-07
Vision-guided and Mask-enhanced Adaptive Denoising for Prompt-based Image Editing✓ Link28.2745.6712.6525.91Virtual Inversion+ViMAEdit2024-10-14
Analyzing and Improving Training-Free Fast Sampling of Text-to-Image Diffusion Models✓ Link27.5964.8752.4625.7622.7TORS (Flux.1-Kontext)2026-09-08
Inversion-Free Image Editing with Natural Language✓ Link27.5247.9814.2224.89Virtual Inversion+Prompt-to-Prompt2023-12-07
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code✓ Link27.2254.5511.6525.02Direct Inversion+Prompt-to-Prompt2023-10-02
Null-text Inversion for Editing Real Images using Guided Diffusion Models✓ Link27.0360.6713.4424.75Null-Text Inversion+Prompt-to-Prompt2022-11-17
Target-aware Image Editing via Cycle-consistent Constraints✓ Link26.8325.48FlowCycle2025-10-23
Inversion-Free Image Editing with Natural Language✓ Link26.6455.8515.6124.57Virtual Inversion+Prompt-to-Prompt+LCM2023-12-07
Negative-prompt Inversion: Fast Image Inversion for Editing with Text-guided Diffusion Models26.2169.0116.1724.61Negative-Prompt Inversion+Prompt-to-Prompt2023-05-26
Wavelet-Guided Semantic Signal Compensation for Inversion-Free Image Editing✓ Link26.1754.0230.9525.52WSSC2026-07-02
StyleDiffusion: Prompt-Embedding Inversion for Text-Based Editing✓ Link26.0566.1011.6524.78StyleDiffusion+Prompt-to-Prompt2023-03-28
TDEdit: A Unified Diffusion Framework for Text-Drag Guided Image Manipulation25.6668.7715.0924.81TDEdit2025-09-26
FlashEdit: Decoupling Speed, Structure, and Semantics for Precise Image Editing✓ Link25.3362.2525.5122.29FlashEdit2025-09-26
The Promise of RL for Autoregressive Image Editing✓ Link23.71112.435.024.4421.34EARL SFT (S) → RL (S+C)2025-08-01
FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing✓ Link23.03123.627.126.02FireFlow2024-12-10
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code✓ Link22.6487.9424.7024.38Direct Inversion+MasaCtrl2023-10-02
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code✓ Link22.46106.0624.2925.41Direct Inversion+Plug-and-Play2023-10-02
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation✓ Link22.28113.4628.2225.41DDIM Inversion+Plug-and-Play2022-11-22
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing✓ Link22.17106.6228.3823.96DDIM Inversion+MasaCtrl2023-04-17
Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code✓ Link21.53138.9849.2223.31Direct Inversion+Pix2Pix-Zero2023-10-02
Zero-shot Image-to-Image Translation✓ Link20.44172.2261.6822.80DDIM Inversion+Pix2Pix-Zero2023-02-06
Prompt-to-Prompt Image Editing with Cross Attention Control✓ Link17.87208.8069.4325.01DDIM Inversion+Prompt-to-Prompt2022-08-02
FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing✓ Link16.49239.470.927.33FireFlow (Add Q)2024-12-10
Visual Autoregressive Modeling for Instruction-Guided Image Editing✓ Link26.022.5VAREdit 2.2B (512px)2025-08-21
Source-Agnostic Image Translation Based on Latent Aware Adaptive Masking✓ Link19.6826.4322.81PM-Edit2026-08-14
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