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PIE-Bench

아카이브 평가 18건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
KV-Edit	CLIPSIM 25.63 Structure Distance 1.98 Background PSNR 35.87 Background LPIPS 9.92	KV-Edit: Training-Free Image Editing for Precise Background Preservation 2025-02-24	코드 1
Virtual Inversion+Unified Attention Control+LCM	CLIPSIM 25.03 Structure Distance 13.78 Background PSNR 28.51 Background LPIPS 47.58	Inversion-Free Image Editing with Natural Language 2023-12-07	코드 1
Virtual Inversion+ViMAEdit	CLIPSIM 25.91 Structure Distance 12.65 Background PSNR 28.27 Background LPIPS 45.67	Vision-guided and Mask-enhanced Adaptive Denoising for Prompt-based Image Editing 2024-10-14	코드 1
Virtual Inversion+Prompt-to-Prompt	CLIPSIM 24.89 Structure Distance 14.22 Background PSNR 27.52 Background LPIPS 47.98	Inversion-Free Image Editing with Natural Language 2023-12-07	코드 1
Direct Inversion+Prompt-to-Prompt	CLIPSIM 25.02 Structure Distance 11.65 Background PSNR 27.22 Background LPIPS 54.55	Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code 2023-10-02	코드 1 · 코드 2 · 코드 3
Null-Text Inversion+Prompt-to-Prompt	CLIPSIM 24.75 Structure Distance 13.44 Background PSNR 27.03 Background LPIPS 60.67	Null-text Inversion for Editing Real Images using Guided Diffusion Models 2022-11-17	코드 1 · 코드 2 · 코드 3 · 코드 4
Virtual Inversion+Prompt-to-Prompt+LCM	CLIPSIM 24.57 Structure Distance 15.61 Background PSNR 26.64 Background LPIPS 55.85	Inversion-Free Image Editing with Natural Language 2023-12-07	코드 1
Negative-Prompt Inversion+Prompt-to-Prompt	CLIPSIM 24.61 Structure Distance 16.17 Background PSNR 26.21 Background LPIPS 69.01	Negative-prompt Inversion: Fast Image Inversion for Editing with Text-guided Diffusion Models 2023-05-26	연결 없음
StyleDiffusion+Prompt-to-Prompt	CLIPSIM 24.78 Structure Distance 11.65 Background PSNR 26.05 Background LPIPS 66.10	StyleDiffusion: Prompt-Embedding Inversion for Text-Based Editing 2023-03-28	코드 1
FireFlow	CLIPSIM 26.02 Structure Distance 27.1 Background PSNR 23.03 Background LPIPS 123.6	FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing 2024-12-10	코드 1
Direct Inversion+MasaCtrl	CLIPSIM 24.38 Structure Distance 24.70 Background PSNR 22.64 Background LPIPS 87.94	Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code 2023-10-02	코드 1 · 코드 2 · 코드 3
Direct Inversion+Plug-and-Play	CLIPSIM 25.41 Structure Distance 24.29 Background PSNR 22.46 Background LPIPS 106.06	Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code 2023-10-02	코드 1 · 코드 2 · 코드 3
DDIM Inversion+Plug-and-Play	CLIPSIM 25.41 Structure Distance 28.22 Background PSNR 22.28 Background LPIPS 113.46	Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation 2022-11-22	코드 1 · 코드 2 · 코드 3 · 코드 4
DDIM Inversion+MasaCtrl	CLIPSIM 23.96 Structure Distance 28.38 Background PSNR 22.17 Background LPIPS 106.62	MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing 2023-04-17	코드 1 · 코드 2 · 코드 3 · 코드 4
Direct Inversion+Pix2Pix-Zero	CLIPSIM 23.31 Structure Distance 49.22 Background PSNR 21.53 Background LPIPS 138.98	Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code 2023-10-02	코드 1 · 코드 2 · 코드 3
DDIM Inversion+Pix2Pix-Zero	CLIPSIM 22.80 Structure Distance 61.68 Background PSNR 20.44 Background LPIPS 172.22	Zero-shot Image-to-Image Translation 2023-02-06	코드 1 · 코드 2
DDIM Inversion+Prompt-to-Prompt	CLIPSIM 25.01 Structure Distance 69.43 Background PSNR 17.87 Background LPIPS 208.80	Prompt-to-Prompt Image Editing with Cross Attention Control 2022-08-02	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7
FireFlow (Add Q)	CLIPSIM 27.33 Structure Distance 70.9 Background PSNR 16.49 Background LPIPS 239.4	FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing 2024-12-10	코드 1