paper-with-me

Text-based Image Editing 벤치마크

Text-based Image Editing on PIE-Bench

90개 결과 · ⬇ CSV · JSON

Background PSNR

16.49 21.33 26.18 31.02 35.87 2022-08 2026-09 DDIM Inversion+Prompt-to-Prompt — 17.87 (2022-08-02) DDIM Inversion+Prompt-to-Prompt — 17.87 (2022-08-02) DDIM Inversion+Prompt-to-Prompt — 17.87 (2022-08-02) DDIM Inversion+Prompt-to-Prompt — 17.87 (2022-08-02) DDIM Inversion+Prompt-to-Prompt — 17.87 (2022-08-02) Null-Text Inversion+Prompt-to-Prompt — 27.03 (2022-11-17) Null-Text Inversion+Prompt-to-Prompt — 27.03 (2022-11-17) Null-Text Inversion+Prompt-to-Prompt — 27.03 (2022-11-17) Null-Text Inversion+Prompt-to-Prompt — 27.03 (2022-11-17) Null-Text Inversion+Prompt-to-Prompt — 27.03 (2022-11-17) DDIM Inversion+Plug-and-Play — 22.28 (2022-11-22) DDIM Inversion+Plug-and-Play — 22.28 (2022-11-22) DDIM Inversion+Plug-and-Play — 22.28 (2022-11-22) DDIM Inversion+Plug-and-Play — 22.28 (2022-11-22) DDIM Inversion+Plug-and-Play — 22.28 (2022-11-22) DDIM Inversion+Pix2Pix-Zero — 20.44 (2023-02-06) DDIM Inversion+Pix2Pix-Zero — 20.44 (2023-02-06) DDIM Inversion+Pix2Pix-Zero — 20.44 (2023-02-06) DDIM Inversion+Pix2Pix-Zero — 20.44 (2023-02-06) DDIM Inversion+Pix2Pix-Zero — 20.44 (2023-02-06) StyleDiffusion+Prompt-to-Prompt — 26.05 (2023-03-28) StyleDiffusion+Prompt-to-Prompt — 26.05 (2023-03-28) StyleDiffusion+Prompt-to-Prompt — 26.05 (2023-03-28) StyleDiffusion+Prompt-to-Prompt — 26.05 (2023-03-28) StyleDiffusion+Prompt-to-Prompt — 26.05 (2023-03-28) DDIM Inversion+MasaCtrl — 22.17 (2023-04-17) DDIM Inversion+MasaCtrl — 22.17 (2023-04-17) DDIM Inversion+MasaCtrl — 22.17 (2023-04-17) DDIM Inversion+MasaCtrl — 22.17 (2023-04-17) DDIM Inversion+MasaCtrl — 22.17 (2023-04-17) Negative-Prompt Inversion+Prompt-to-Prompt — 26.21 (2023-05-26) Negative-Prompt Inversion+Prompt-to-Prompt — 26.21 (2023-05-26) Negative-Prompt Inversion+Prompt-to-Prompt — 26.21 (2023-05-26) Negative-Prompt Inversion+Prompt-to-Prompt — 26.21 (2023-05-26) Negative-Prompt Inversion+Prompt-to-Prompt — 26.21 (2023-05-26) Direct Inversion+Prompt-to-Prompt — 27.22 (2023-10-02) Direct Inversion+MasaCtrl — 22.64 (2023-10-02) Direct Inversion+Plug-and-Play — 22.46 (2023-10-02) Direct Inversion+Pix2Pix-Zero — 21.53 (2023-10-02) Direct Inversion+Prompt-to-Prompt — 27.22 (2023-10-02) Direct Inversion+MasaCtrl — 22.64 (2023-10-02) Direct Inversion+Plug-and-Play — 22.46 (2023-10-02) Direct Inversion+Pix2Pix-Zero — 21.53 (2023-10-02) Direct Inversion+Prompt-to-Prompt — 27.22 (2023-10-02) Direct Inversion+MasaCtrl — 22.64 (2023-10-02) Direct Inversion+Plug-and-Play — 22.46 (2023-10-02) Direct Inversion+Pix2Pix-Zero — 21.53 (2023-10-02) Direct Inversion+Prompt-to-Prompt — 27.22 (2023-10-02) Direct Inversion+MasaCtrl — 22.64 (2023-10-02) Direct Inversion+Plug-and-Play — 22.46 (2023-10-02) Direct Inversion+Pix2Pix-Zero — 21.53 (2023-10-02) Direct Inversion+Prompt-to-Prompt — 27.22 (2023-10-02) Direct Inversion+MasaCtrl — 22.64 (2023-10-02) Direct Inversion+Plug-and-Play — 22.46 (2023-10-02) Direct Inversion+Pix2Pix-Zero — 21.53 (2023-10-02) Virtual Inversion+Unified Attention Control+LCM — 28.51 (2023-12-07) Virtual Inversion+Prompt-to-Prompt — 27.52 (2023-12-07) Virtual Inversion+Prompt-to-Prompt+LCM — 26.64 (2023-12-07) Virtual Inversion+Unified Attention Control+LCM — 28.51 (2023-12-07) Virtual Inversion+Prompt-to-Prompt — 27.52 (2023-12-07) Virtual Inversion+Prompt-to-Prompt+LCM — 26.64 (2023-12-07) Virtual Inversion+Unified Attention Control+LCM — 28.51 (2023-12-07) Virtual Inversion+Prompt-to-Prompt — 27.52 (2023-12-07) Virtual Inversion+Prompt-to-Prompt+LCM — 26.64 (2023-12-07) Virtual Inversion+Unified Attention Control+LCM — 28.51 (2023-12-07) Virtual Inversion+Prompt-to-Prompt — 27.52 (2023-12-07) Virtual Inversion+Prompt-to-Prompt+LCM — 26.64 (2023-12-07) Virtual Inversion+Unified Attention Control+LCM — 28.51 (2023-12-07) Virtual Inversion+Prompt-to-Prompt — 27.52 (2023-12-07) Virtual Inversion+Prompt-to-Prompt+LCM — 26.64 (2023-12-07) Virtual Inversion+ViMAEdit — 28.27 (2024-10-14) Virtual Inversion+ViMAEdit — 28.27 (2024-10-14) Virtual Inversion+ViMAEdit — 28.27 (2024-10-14) Virtual Inversion+ViMAEdit — 28.27 (2024-10-14) Virtual Inversion+ViMAEdit — 28.27 (2024-10-14) FireFlow — 23.03 (2024-12-10) FireFlow (Add Q) — 16.49 (2024-12-10) FireFlow — 23.03 (2024-12-10) FireFlow (Add Q) — 16.49 (2024-12-10) FireFlow — 23.03 (2024-12-10) FireFlow (Add Q) — 16.49 (2024-12-10) FireFlow — 23.03 (2024-12-10) FireFlow (Add Q) — 16.49 (2024-12-10) FireFlow — 23.03 (2024-12-10) FireFlow (Add Q) — 16.49 (2024-12-10) KV-Edit — 35.87 (2025-02-24) KV-Edit — 35.87 (2025-02-24) KV-Edit — 35.87 (2025-02-24) KV-Edit — 35.87 (2025-02-24) KV-Edit — 35.87 (2025-02-24) DDIM Inversion+Prompt-to-Prompt — 17.87 (2022-08-02) Null-Text Inversion+Prompt-to-Prompt — 27.03 (2022-11-17) Direct Inversion+Prompt-to-Prompt — 27.22 (2023-10-02) Virtual Inversion+Unified Attention Control+LCM — 28.51 (2023-12-07) KV-Edit — 35.87 (2025-02-24)
RankModel Background PSNRBackground LPIPSStructure DistanceCLIPSIM PaperCodeYear
1 KV-Edit 35.879.921.9825.63 KV-Edit: Training-Free Image Editing for Precise Background Preservation Xilluill/KV-Edit 2025
2 Virtual Inversion+Unified Attention Control+LCM 28.5147.5813.7825.03 Inversion-Free Image Editing with Natural Language sled-group/InfEdit 2023
3 Virtual Inversion+ViMAEdit 28.2745.6712.6525.91 Vision-guided and Mask-enhanced Adaptive Denoising for Prompt-based Image Editing Null-0000/ViMAEdit 2024
4 Virtual Inversion+Prompt-to-Prompt 27.5247.9814.2224.89 Inversion-Free Image Editing with Natural Language sled-group/InfEdit 2023
5 Direct Inversion+Prompt-to-Prompt 27.2254.5511.6525.02 Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code cure-lab/pnpinversion · cure-lab/directinversion · thu-cvml/texturediffusion 2023
6 Null-Text Inversion+Prompt-to-Prompt 27.0360.6713.4424.75 Null-text Inversion for Editing Real Images using Guided Diffusion Models google/prompt-to-prompt · thepowerfuldeez/null-text-inversion · phymhan/prompt-to-prompt · +1 2022
7 Virtual Inversion+Prompt-to-Prompt+LCM 26.6455.8515.6124.57 Inversion-Free Image Editing with Natural Language sled-group/InfEdit 2023
8 Negative-Prompt Inversion+Prompt-to-Prompt 26.2169.0116.1724.61 Negative-prompt Inversion: Fast Image Inversion for Editing with Text-guided Diffusion Models 2023
9 StyleDiffusion+Prompt-to-Prompt 26.0566.1011.6524.78 StyleDiffusion: Prompt-Embedding Inversion for Text-Based Editing sen-mao/StyleDiffusion 2023
10 FireFlow 23.03123.627.126.02 FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing holmesshuan/fireflow 2024
11 Direct Inversion+MasaCtrl 22.6487.9424.7024.38 Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code cure-lab/pnpinversion · cure-lab/directinversion · thu-cvml/texturediffusion 2023
12 Direct Inversion+Plug-and-Play 22.46106.0624.2925.41 Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code cure-lab/pnpinversion · cure-lab/directinversion · thu-cvml/texturediffusion 2023
13 DDIM Inversion+Plug-and-Play 22.28113.4628.2225.41 Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation MichalGeyer/plug-and-play · Shilin-LU/TF-ICON · michalgeyer/pnp-diffusers · +1 2022
14 DDIM Inversion+MasaCtrl 22.17106.6228.3823.96 MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing tencentarc/masactrl · phymhan/prompt-to-prompt · hansam95/nmg · +1 2023
15 Direct Inversion+Pix2Pix-Zero 21.53138.9849.2223.31 Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code cure-lab/pnpinversion · cure-lab/directinversion · thu-cvml/texturediffusion 2023
16 DDIM Inversion+Pix2Pix-Zero 20.44172.2261.6822.80 Zero-shot Image-to-Image Translation pix2pixzero/pix2pix-zero · hansam95/nmg 2023
17 DDIM Inversion+Prompt-to-Prompt 17.87208.8069.4325.01 Prompt-to-Prompt Image Editing with Cross Attention Control google/prompt-to-prompt · bloc97/CrossAttentionControl · wandb/examples · +4 2022
18 FireFlow (Add Q) 16.49239.470.927.33 FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing holmesshuan/fireflow 2024
19 KV-Edit 35.879.921.9825.63 KV-Edit: Training-Free Image Editing for Precise Background Preservation Xilluill/KV-Edit 2025
20 Virtual Inversion+Unified Attention Control+LCM 28.5147.5813.7825.03 Inversion-Free Image Editing with Natural Language sled-group/InfEdit 2023
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