计算机视觉

图像分类 Image Classification
The task of object classification requires binary labels indicating whether objects are present in an image.
给定一组各自被标记为单一类别的图像,我们对一组新的测试图像的类别进行预测,并测量预测的准确性结果,这就是图像分类问题。
物体检测 Object Detection/ Object Localization
Detecting an object entails both stating that an object belonging to a specified class is present, and localizing it in the image. The location of an object is typically represented by a bounding box.
物体检测,包含两个问题,一是判断属于某个特定类的物体是否出现在图中;二是对该物体定位,定位常用表征就是物体的边界框,通常是以包围盒的(bounding box)形式。
语义分割 Semantic Segmentation
The task of labeling seman