论文标题
局部交互式实例细分
Localized Interactive Instance Segmentation
论文作者
论文摘要
在当前的交互式实例分割起作用中，在提供单击以分割对象时，授予用户自由手。允许在背景像素和其他远离目标对象的对象实例上进行点击。这种互动形式与有效隔离感兴趣的对象的最终目标高度不一致。在我们的工作中，我们提出了一个点击方案，其中用户交互仅限于对象的接近度。此外，我们提出了对用户提供的点击的新型转换，以在对象上生成弱的本地化，该对象与图像结构（例如边缘，纹理等）一致，我们证明了我们提出的点击方案和本地化策略的有效性，通过详细的实验，我们在几个标准的交互式分段基础上提高了目前的尚未提高目的。
In current interactive instance segmentation works, the user is granted a free hand when providing clicks to segment an object; clicks are allowed on background pixels and other object instances far from the target object. This form of interaction is highly inconsistent with the end goal of efficiently isolating objects of interest. In our work, we propose a clicking scheme wherein user interactions are restricted to the proximity of the object. In addition, we propose a novel transformation of the user-provided clicks to generate a weak localization prior on the object which is consistent with image structures such as edges, textures etc. We demonstrate the effectiveness of our proposed clicking scheme and localization strategy through detailed experimentation in which we raise state-of-the-art on several standard interactive segmentation benchmarks.
