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Conditional Text-to-Image Synthesis 벤치마크

Conditional Text-to-Image Synthesis on COCO 2017 val

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FID 낮을수록 좋음

20.27 32.99 45.72 58.44 71.16 2023-05 2026-09 LCDG — 20.27 (2023-05-19) LCDG (Color, evaluated under image palette) — 20.61 (2023-05-19) LCDG (Mask) — 20.94 (2023-05-19) LCDG (Edge) — 21.02 (2023-05-19) T2I-Adapter (Sketch) — 21.72 (2023-05-19) T2I-Adapter (Color, evaluated under image palette) — 26.54 (2023-05-19) SD (text) — 27.99 (2023-05-19) ControlNet (HED Edge) — 28.09 (2023-05-19) T2I-Adapter (Color, evaluated under color stroke) — 30.84 (2023-05-19) SD using SDEdit (evaluated under color stroke) — 32.93 (2023-05-19) SD using SDEdit — 71.16 (2023-05-19) LCDG — 20.27 (2023-05-19) LCDG (Color, evaluated under image palette) — 20.61 (2023-05-19) LCDG (Mask) — 20.94 (2023-05-19) LCDG (Edge) — 21.02 (2023-05-19) T2I-Adapter (Sketch) — 21.72 (2023-05-19) T2I-Adapter (Color, evaluated under image palette) — 26.54 (2023-05-19) SD (text) — 27.99 (2023-05-19) ControlNet (HED Edge) — 28.09 (2023-05-19) T2I-Adapter (Color, evaluated under color stroke) — 30.84 (2023-05-19) SD using SDEdit (evaluated under color stroke) — 32.93 (2023-05-19) SD using SDEdit — 71.16 (2023-05-19) LCDG — 20.27 (2023-05-19) LCDG (Color, evaluated under image palette) — 20.61 (2023-05-19) LCDG (Mask) — 20.94 (2023-05-19) LCDG (Edge) — 21.02 (2023-05-19) T2I-Adapter (Sketch) — 21.72 (2023-05-19) T2I-Adapter (Color, evaluated under image palette) — 26.54 (2023-05-19) SD (text) — 27.99 (2023-05-19) ControlNet (HED Edge) — 28.09 (2023-05-19) T2I-Adapter (Color, evaluated under color stroke) — 30.84 (2023-05-19) SD using SDEdit (evaluated under color stroke) — 32.93 (2023-05-19) SD using SDEdit — 71.16 (2023-05-19) LCDG — 20.27 (2023-05-19) LCDG (Color, evaluated under image palette) — 20.61 (2023-05-19) LCDG (Mask) — 20.94 (2023-05-19) LCDG (Edge) — 21.02 (2023-05-19) T2I-Adapter (Sketch) — 21.72 (2023-05-19) T2I-Adapter (Color, evaluated under image palette) — 26.54 (2023-05-19) SD (text) — 27.99 (2023-05-19) ControlNet (HED Edge) — 28.09 (2023-05-19) T2I-Adapter (Color, evaluated under color stroke) — 30.84 (2023-05-19) SD using SDEdit (evaluated under color stroke) — 32.93 (2023-05-19) SD using SDEdit — 71.16 (2023-05-19) LCDG — 20.27 (2023-05-19) LCDG (Color, evaluated under image palette) — 20.61 (2023-05-19) LCDG (Mask) — 20.94 (2023-05-19) LCDG (Edge) — 21.02 (2023-05-19) T2I-Adapter (Sketch) — 21.72 (2023-05-19) T2I-Adapter (Color, evaluated under image palette) — 26.54 (2023-05-19) SD (text) — 27.99 (2023-05-19) ControlNet (HED Edge) — 28.09 (2023-05-19) T2I-Adapter (Color, evaluated under color stroke) — 30.84 (2023-05-19) SD using SDEdit (evaluated under color stroke) — 32.93 (2023-05-19) SD using SDEdit — 71.16 (2023-05-19) LCDG — 20.27 (2023-05-19)
RankModel FIDCLIP Score PaperCodeYear
1 LCDG 20.27– LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
2 LCDG (Color, evaluated under image palette) 20.610.2580 LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
3 LCDG (Mask) 20.940.2617 LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
4 LCDG (Edge) 21.02– LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
5 T2I-Adapter (Sketch) 21.720.2580 LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
6 T2I-Adapter (Color, evaluated under image palette) 26.540.2613 LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
7 SD (text) 27.990.2673 LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
8 ControlNet (HED Edge) 28.090.2525 LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
9 T2I-Adapter (Color, evaluated under color stroke) 30.84– LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
10 SD using SDEdit (evaluated under color stroke) 32.930.2257 LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
11 SD using SDEdit 71.16– LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
12 SD using SDEdit (evaluated under image palette) –0.2138 LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
13 LCDG 20.27– LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
14 LCDG (Color, evaluated under image palette) 20.610.2580 LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
15 LCDG (Mask) 20.940.2617 LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
16 LCDG (Edge) 21.02– LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
17 T2I-Adapter (Sketch) 21.720.2580 LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
18 T2I-Adapter (Color, evaluated under image palette) 26.540.2613 LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
19 SD (text) 27.990.2673 LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
20 ControlNet (HED Edge) 28.090.2525 LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis AlonzoLeeeooo/LCDG 2023
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