Segment objects which are adjacent or overlap by examining the surrounding region with Su
Segment objects which are adjacent or overlap by examining the surrounding region with Su
Perceive, Excavate and Purify: A Novel Object Mining Framework for Instance Segmentation
arXiv paper abstract https://arxiv.org/abs/2304.08826
arXiv PDF paper https://arxiv.org/pdf/2304.08826.pdf
... instance segmentation ... still exist two main challenges including discovering indistinguishable objects and modeling the relationship between instances.
... propose a novel object mining framework for instance segmentation ... introduce the semantics perceiving subnetwork to capture pixels that may belong to an obvious instance from the bottom up.
... propose an object excavating ... to discover indistinguishable objects ... preliminary perceived semantics are regarded as original instances with classifications and locations, and then indistinguishable objects around these original instances are mined, which ensures that hard objects are fully excavated.
Next, an instance purifying strategy ... model the relationship between instances, which pulls the similar instances close and pushes away different instances to keep intra-instance similarity and inter-instance discrimination.
In this manner, the same objects are combined as the one instance and different objects are distinguished as independent instances.
... show ... approach outperforms state-of-the-art methods, which validates the effectiveness of the proposed object mining framework.
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