Core Concepts
Preys develop better camouflage, predators acquire acute vision.
Abstract
Camouflaged object detection (COD) is challenging due to the similarity between objects and backgrounds.
Existing detectors struggle in extreme camouflage scenarios.
Camouflageator enhances detectors by generating harder-to-detect objects.
ICEG improves segmentation and removes ambiguous boundaries.
Experiments show ICEG outperforms existing detectors.
Integration of Camouflageator with ICEG (ICEG+) further improves results.
Ablation studies validate the effectiveness of Camouflageator and ICEG components.
Comparison with SOTAs demonstrates the superiority of ICEG.
Qualitative analysis shows ICEG produces more complete results with clearer edges.
Camouflageator is a plug-and-play framework.
Stats
"Extensive experiments show that ICEG outperforms existing COD detectors."
"ICEG+ integrates Camouflageator with ICEG to exhibit better localization capacity."
Quotes
"Camouflaged object detection (COD) is the challenging task of identifying camouflaged objects visually blended into surroundings."
"ICEG outperforms existing COD detectors and Camouflageator is flexible to improve various COD detectors."