What Can Human Sketches Do for Object Detection?

Human sketches can provide valuable information for object detection by providing a more abstract and flexible representation of objects. Sketches capture the essential features of an object, including its shape, texture, and context, without being constrained by the limitations of traditional object detection methods, such as the need for precise bounding boxes or object segmentation.

Sketches can also be used to augment existing object detection datasets, providing additional training data and helping to improve the robustness and generalization of object detectors. Additionally, sketches can be used for novel object detection tasks, such as detecting artistic or abstract representations of objects, or for detecting objects in low-quality or low-resolution images where traditional object detection methods may struggle.

Overall, incorporating human sketches into object detection algorithms has the potential to improve the accuracy and efficiency of object detection systems, as well as to expand their capabilities to new and challenging domains.