Image Generation On Textatlaseval
評価指標
StyledTextSynth Clip Score
StyledTextSynth FID
StyledTextSynth OCR (Accuracy)
StyledTextSynth OCR (Cer)
StyledTextSynth OCR (F1 Score)
TextScenesHQ Clip Score
TextScenesHQ FID
TextScenesHQ OCR (Accuracy)
TextScenesHQ OCR (Cer)
TextScenesHQ OCR (F1 Score)
TextVisionBlend Clip Score
TextVisionBlend FID
TextVisionBlend OCR (Accuracy)
TextVisionBlend OCR (Cer)
TextVsionBlend OCR (F1 Score)
評価結果
このベンチマークにおける各モデルのパフォーマンス結果
モデル名 | StyledTextSynth Clip Score | StyledTextSynth FID | StyledTextSynth OCR (Accuracy) | StyledTextSynth OCR (Cer) | StyledTextSynth OCR (F1 Score) | TextScenesHQ Clip Score | TextScenesHQ FID | TextScenesHQ OCR (Accuracy) | TextScenesHQ OCR (Cer) | TextScenesHQ OCR (F1 Score) | TextVisionBlend Clip Score | TextVisionBlend FID | TextVisionBlend OCR (Accuracy) | TextVisionBlend OCR (Cer) | TextVsionBlend OCR (F1 Score) | Paper Title | Repository |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Infinity-2B | 0.2727 | 84.95 | 0.80 | 0.93 | 1.42 | 0.2346 | 71.59 | 1.06 | 0.88 | 1.74 | 0.1979 | 95.69 | 2.98 | 0.83 | 3.44 | Infinity-MM: Scaling Multimodal Performance with Large-Scale and High-Quality Instruction Data | |
| Dalle3 | 0.2938 | 90.70 | 30.58 | 0.78 | 38.25 | 0.3367 | 86.73 | 69.26 | - | 51.63 | 0.1938 | 153.21 | 8.38 | 0.93 | 7.94 | - | - |
| SD3.5 Large | 0.2849 | 71.09 | 27.21 | 0.73 | 33.86 | 0.2363 | 64.44 | 19.03 | 0.73 | 24.45 | 0.1846 | 118.85 | 14.55 | 0.88 | 16.25 | - | - |
| Grok3 | 0.2938 | 80.33 | 15.82 | 0.73 | 21.40 | 0.3197 | - | 35.07 | 0.57 | 37.94 | 0.1697 | - | 41.54 | 0.57 | 44.22 | - | - |
| PixArt-Sigma | 0.2764 | 82.83 | 0.42 | 0.90 | 0.62 | 0.2347 | 72.62 | 0.34 | 0.91 | 0.53 | 0.1891 | 81.29 | 2.40 | 0.83 | 1.57 | PixArt-Σ: Weak-to-Strong Training of Diffusion Transformer for 4K Text-to-Image Generation | |
| TextDiffuser2 | 0.2510 | 114.31 | 0.76 | 0.99 | 1.46 | 0.2252 | 84.10 | 0.66 | 0.96 | 1.25 | - | - | - | - | - | TextDiffuser-2: Unleashing the Power of Language Models for Text Rendering | - |
| Anytext | 0.2501 | 117.71 | 0.35 | 0.98 | 0.66 | 0.2174 | 101.32 | 0.42 | 0.95 | 0.8 | - | - | - | - | - | AnyText: Multilingual Visual Text Generation And Editing |
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