ReGO:用于风景图像的参考指导外观绘制
概括
ReGO (参考引导外观绘制) 通过使用参考图像来创建更丰富的纹理和减少文物来增强图像外观绘制. 这种新的方法提高了生成内容的视觉吸引力和真实性.
科学领域:
- 计算机视觉 计算机视觉
- 图像生成 图像生成
- 人工智能的人工智能
背景情况:
- 现有的图像超绘方法与模糊纹理和生成工件作斗争,限制了视觉吸引力.
- 在图像完成任务中,合成语义上连贯的内容仍然是一个挑战.
研究的目的:
- 引入ReGO (参考指导外彩),这是一种新的方法,用于提高草图指导图像外彩中的纹理丰富性和真实性.
- 通过利用邻近的参考图像进行像素传输来解决当前外涂技术的局限性.
主要方法:
- ReGO利用邻近的参考图像通过像素转移进行纹理合成.
- 适应性内容选择 (ACS) 模块有助于在目标图像中进行纹理补偿.
- 使用风格排名损失来保持风格一致性并防止参考图像的影响.
主要成果:
- ReGO显著提高了外漆结果的纹理丰富性和真实性.
- 对NS6K,NS8K和SUN属性基准的实验结果表明,与先前技术相比,性能优越.
- 与最先进的外漆模型集成验证了ReGO的有效性.
结论:
- ReGO提供了一个模型不可知的学习范式,用于卓越的图像外绘.
- 该方法有效地克服了模糊性等常见的工件,产生了视觉上有吸引力的和真实的结果.
- ReGO代表了草图引导图像外涂技术的重大进步.
相关概念视频
Depth Perception and Spatial Vision
653
Depth perception is the ability to perceive objects three-dimensionally. It relies on two types of cues: binocular and monocular. Binocular cues depend on the combination of images from both eyes and how the eyes work together. Since the eyes are in slightly different positions, each eye captures a slightly different image. This disparity between images, known as binocular disparity, helps the brain interpret depth. When the brain compares these images, it determines the distance to an object.
653
Gestalt Principles of Perception
305
Gestalt principles provide a framework for understanding how humans perceive objects as unified wholes within their context. These principles are essential in explaining the cognitive processes that make sense of complex visual stimuli by organizing them into coherent groups. One fundamental principle is proximity, which posits that objects located close to each other are perceived as a collective group. For instance, when dots are positioned near one another, the visual system interprets them...
305


