论文标题
小组照片的美学质量评估
Aesthetic Quality Assessment for Group photograph
论文作者
论文摘要
近年来，图像美学质量评估引起了很多关注，但是在特定的照片类型上，没有多少工作：组照片。在这项工作中，我们根据集体摄影的经验和原理设计了一套高级功能：开头，凝视，微笑，遮挡的面孔，脸部方向，面部模糊，角色中心。然后，我们将它们和83个通用美学特征组合在一起，以构建两个美学评估模型。我们还构建了一个大的组照片数据集 - 用美学评分注释的GPD。实验结果表明，我们的功能在分类专业照片和快照方面表现良好，并在同一场景下预测了多种人类状态的多个组照片的区别。
Image aesthetic quality assessment has got much attention in recent years, but not many works have been done on a specific genre of photos: Group photograph. In this work, we designed a set of high-level features based on the experience and principles of group photography: Opened-eye, Gaze, Smile, Occluded faces, Face Orientation, Facial blur, Character center. Then we combined them and 83 generic aesthetic features to build two aesthetic assessment models. We also constructed a large dataset of group photographs - GPD- annotated with the aesthetic score. The experimental result shows that our features perform well for categorizing professional photos and snapshots and predicting the distinction of multiple group photographs of diverse human states under the same scene.
