MOS: Modeling Object-Scene Associations in Generalized Category Discovery

Figure 1. Illustration of the ambiguity challenge. The top row illustrates the potential for base objects in novel scenes to be perceived as novel categories. The bottom row shows misclassification risks when novel objects are placed in base scenes. Ambiguity challenge is the primary factor that leads to the misinterpretation of scene information.