-
-
-
- 
- 
- 
- 
- 
- 
-
- 
-
- 
-
-
| Model | Open Source | Text-Image Consistency (%) | Excluding AI Artifacts (%) | Subject Clarity (%) | Aesthetics (%) | Overall (%) | -
|---|---|---|---|---|---|---|
| SDXL | ✔ | 64.3 | 60.6 | 91.1 | 76.3 | 42.7 | -
| PixArt-α | ✔ | 68.3 | 60.9 | 93.2 | 77.5 | 45.5 | -
| Playground 2.5 | ✔ | 71.9 | 70.8 | 94.9 | 83.3 | 54.3 | -
| SD 3 | ✘ | 77.1 | 69.3 | 94.6 | 82.5 | 56.7 | - -
| MidJourney v6 | ✘ | 73.5 | 80.2 | 93.5 | 87.2 | 63.3 | -
| DALL-E 3 | ✘ | 83.9 | 80.3 | 96.5 | 89.4 | 71.0 | -
| Hunyuan-DiT | ✔ | 74.2 | 74.3 | 95.4 | 86.6 | 59.0 | -
- 
-
- 
-
| Examples of training data | -|||
 |
-  |
-  |
-  |
-
| 青花瓷风格，一只蓝色的鸟儿站在蓝色的花瓶上，周围点缀着白色花朵，背景是白色 （Porcelain style, a blue bird stands on a blue vase, surrounded by white flowers, with a white background. -） | -青花瓷风格，这是一幅蓝白相间的陶瓷盘子，上面描绘着一只狐狸和它的幼崽在森林中漫步，背景是白色 （Porcelain style, this is a blue and white ceramic plate depicting a fox and its cubs strolling in the forest, with a white background.） | -青花瓷风格，在黑色背景上，一只蓝色的狼站在蓝白相间的盘子上，周围是树木和月亮 （Porcelain style, on a black background, a blue wolf stands on a blue and white plate, surrounded by trees and the moon.） | -青花瓷风格，在蓝色背景上，一只蓝色蝴蝶和白色花朵被放置在中央 （Porcelain style, on a blue background, a blue butterfly and white flowers are placed in the center.） | -
| Examples of inference results | -|||
 |
-  |
-  |
-  |
-
| 青花瓷风格，苏州园林 （Porcelain style, Suzhou Gardens.） | -青花瓷风格，一朵荷花 （Porcelain style, a lotus flower.） | -青花瓷风格，一只羊（Porcelain style, a sheep.） | -青花瓷风格，一个女孩在雨中跳舞（Porcelain style, a girl dancing in the rain.） | -
| Condition Input | -||
| Canny ControlNet | -Depth ControlNet | -Pose ControlNet | -
| 在夜晚的酒店门前，一座古老的中国风格的狮子雕像矗立着，它的眼睛闪烁着光芒，仿佛在守护着这座建筑。背景是夜晚的酒店前，构图方式是特写，平视，居中构图。这张照片呈现了真实摄影风格，蕴含了中国雕塑文化，同时展现了神秘氛围 （At night, an ancient Chinese-style lion statue stands in front of the hotel, its eyes gleaming as if guarding the building. The background is the hotel entrance at night, with a close-up, eye-level, and centered composition. This photo presents a realistic photographic style, embodies Chinese sculpture culture, and reveals a mysterious atmosphere.） |
- 在茂密的森林中，一只黑白相间的熊猫静静地坐在绿树红花中，周围是山川和海洋。背景是白天的森林，光线充足。照片采用特写、平视和居中构图的方式，呈现出写实的效果 （In the dense forest, a black and white panda sits quietly among the green trees and red flowers, surrounded by mountains and oceans. The background is a daytime forest with ample light. The photo uses a close-up, eye-level, and centered composition to create a realistic effect.） |
- 在白天的森林中，一位穿着绿色上衣的亚洲女性站在大象旁边。照片采用了中景、平视和居中构图的方式，呈现出写实的效果。这张照片蕴含了人物摄影文化，并展现了宁静的氛围 （In the daytime forest, an Asian woman wearing a green shirt stands beside an elephant. The photo uses a medium shot, eye-level, and centered composition to create a realistic effect. This picture embodies the character photography culture and conveys a serene atmosphere.） |
-
 |
-  |
-  |
-
-
| ControlNet Output | -||
 |
-  |
-  |
-
+
+
+
+
+
+
+
+
+| 训练数据示例 | +|||
|
+ |
+ |
+ |
+
| 青花瓷风格，一只蓝色的鸟儿站在蓝色的花瓶上，周围点缀着白色花朵，背景是白色 （Porcelain style, a blue bird stands on a blue vase, surrounded by white flowers, with a white background. +） | +青花瓷风格，这是一幅蓝白相间的陶瓷盘子，上面描绘着一只狐狸和它的幼崽在森林中漫步，背景是白色 （Porcelain style, this is a blue and white ceramic plate depicting a fox and its cubs strolling in the forest, with a white background.） | +青花瓷风格，在黑色背景上，一只蓝色的狼站在蓝白相间的盘子上，周围是树木和月亮 （Porcelain style, on a black background, a blue wolf stands on a blue and white plate, surrounded by trees and the moon.） | +青花瓷风格，在蓝色背景上，一只蓝色蝴蝶和白色花朵被放置在中央 （Porcelain style, on a blue background, a blue butterfly and white flowers are placed in the center.） | +
| 推理结果示例 | +|||
|
+ |
+ |
+ |
+
| 青花瓷风格，苏州园林 （Porcelain style, Suzhou Gardens.） | +青花瓷风格，一朵荷花 （Porcelain style, a lotus flower.） | +青花瓷风格，一只羊（Porcelain style, a sheep.） | +青花瓷风格，一个女孩在雨中跳舞（Porcelain style, a girl dancing in the rain.） | +
| 条件输入 | +||
| Canny ControlNet | +Depth ControlNet | +Pose ControlNet | +
| 在夜晚的酒店门前，一座古老的中国风格的狮子雕像矗立着，它的眼睛闪烁着光芒，仿佛在守护着这座建筑。背景是夜晚的酒店前，构图方式是特写，平视，居中构图。这张照片呈现了真实摄影风格，蕴含了中国雕塑文化，同时展现了神秘氛围 （At night, an ancient Chinese-style lion statue stands in front of the hotel, its eyes gleaming as if guarding the building. The background is the hotel entrance at night, with a close-up, eye-level, and centered composition. This photo presents a realistic photographic style, embodies Chinese sculpture culture, and reveals a mysterious atmosphere.） |
+ 在茂密的森林中，一只黑白相间的熊猫静静地坐在绿树红花中，周围是山川和海洋。背景是白天的森林，光线充足。照片采用特写、平视和居中构图的方式，呈现出写实的效果 （In the dense forest, a black and white panda sits quietly among the green trees and red flowers, surrounded by mountains and oceans. The background is a daytime forest with ample light. The photo uses a close-up, eye-level, and centered composition to create a realistic effect.） |
+ 在白天的森林中，一位穿着绿色上衣的亚洲女性站在大象旁边。照片采用了中景、平视和居中构图的方式，呈现出写实的效果。这张照片蕴含了人物摄影文化，并展现了宁静的氛围 （In the daytime forest, an Asian woman wearing a green shirt stands beside an elephant. The photo uses a medium shot, eye-level, and centered composition to create a realistic effect. This picture embodies the character photography culture and conveys a serene atmosphere.） |
+
|
+ |
+ |
+
+
| ControlNet 输出 | +||
|
+ |
+ |
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
| Model | Open Source | Text-Image Consistency (%) | Excluding AI Artifacts (%) | Subject Clarity (%) | Aesthetics (%) | Overall (%) | +
|---|---|---|---|---|---|---|
| SDXL | ✔ | 64.3 | 60.6 | 91.1 | 76.3 | 42.7 | +
| PixArt-α | ✔ | 68.3 | 60.9 | 93.2 | 77.5 | 45.5 | +
| Playground 2.5 | ✔ | 71.9 | 70.8 | 94.9 | 83.3 | 54.3 | +
| SD 3 | ✘ | 77.1 | 69.3 | 94.6 | 82.5 | 56.7 | + +
| MidJourney v6 | ✘ | 73.5 | 80.2 | 93.5 | 87.2 | 63.3 | +
| DALL-E 3 | ✘ | 83.9 | 80.3 | 96.5 | 89.4 | 71.0 | +
| Hunyuan-DiT | ✔ | 74.2 | 74.3 | 95.4 | 86.6 | 59.0 | +
+
+
+
+
| Examples of training data | +|||
|
+ |
+ |
+ |
+
| 青花瓷风格，一只蓝色的鸟儿站在蓝色的花瓶上，周围点缀着白色花朵，背景是白色 （Porcelain style, a blue bird stands on a blue vase, surrounded by white flowers, with a white background. +） | +青花瓷风格，这是一幅蓝白相间的陶瓷盘子，上面描绘着一只狐狸和它的幼崽在森林中漫步，背景是白色 （Porcelain style, this is a blue and white ceramic plate depicting a fox and its cubs strolling in the forest, with a white background.） | +青花瓷风格，在黑色背景上，一只蓝色的狼站在蓝白相间的盘子上，周围是树木和月亮 （Porcelain style, on a black background, a blue wolf stands on a blue and white plate, surrounded by trees and the moon.） | +青花瓷风格，在蓝色背景上，一只蓝色蝴蝶和白色花朵被放置在中央 （Porcelain style, on a blue background, a blue butterfly and white flowers are placed in the center.） | +
| Examples of inference results | +|||
|
+ |
+ |
+ |
+
| 青花瓷风格，苏州园林 （Porcelain style, Suzhou Gardens.） | +青花瓷风格，一朵荷花 （Porcelain style, a lotus flower.） | +青花瓷风格，一只羊（Porcelain style, a sheep.） | +青花瓷风格，一个女孩在雨中跳舞（Porcelain style, a girl dancing in the rain.） | +
| Condition Input | +||
| Canny ControlNet | +Depth ControlNet | +Pose ControlNet | +
| 在夜晚的酒店门前，一座古老的中国风格的狮子雕像矗立着，它的眼睛闪烁着光芒，仿佛在守护着这座建筑。背景是夜晚的酒店前，构图方式是特写，平视，居中构图。这张照片呈现了真实摄影风格，蕴含了中国雕塑文化，同时展现了神秘氛围 （At night, an ancient Chinese-style lion statue stands in front of the hotel, its eyes gleaming as if guarding the building. The background is the hotel entrance at night, with a close-up, eye-level, and centered composition. This photo presents a realistic photographic style, embodies Chinese sculpture culture, and reveals a mysterious atmosphere.） |
+ 在茂密的森林中，一只黑白相间的熊猫静静地坐在绿树红花中，周围是山川和海洋。背景是白天的森林，光线充足。照片采用特写、平视和居中构图的方式，呈现出写实的效果 （In the dense forest, a black and white panda sits quietly among the green trees and red flowers, surrounded by mountains and oceans. The background is a daytime forest with ample light. The photo uses a close-up, eye-level, and centered composition to create a realistic effect.） |
+ 在白天的森林中，一位穿着绿色上衣的亚洲女性站在大象旁边。照片采用了中景、平视和居中构图的方式，呈现出写实的效果。这张照片蕴含了人物摄影文化，并展现了宁静的氛围 （In the daytime forest, an Asian woman wearing a green shirt stands beside an elephant. The photo uses a medium shot, eye-level, and centered composition to create a realistic effect. This picture embodies the character photography culture and conveys a serene atmosphere.） |
+
|
+ |
+ |
+
+
| ControlNet Output | +||
|
+ |
+ |
+