A survey of camouflaged object detection and beyond

F **ao, S Hu, Y Shen, C Fang, J Huang, C He… - arxiv preprint arxiv …, 2024 - arxiv.org
Camouflaged Object Detection (COD) refers to the task of identifying and segmenting
objects that blend seamlessly into their surroundings, posing a significant challenge for …

FINet: Frequency injection network for lightweight camouflaged object detection

W Liang, J Wu, Y Wu, X Mu, J Xu - IEEE Signal Processing …, 2024 - ieeexplore.ieee.org
Existing camouflaged object detection (COD) methods typically have large model
parameters and computations, hindering their deployment in real-world applications …

ESNet: An Efficient Skeleton-guided Network for camouflaged object detection

P Ren, T Bai, F Sun - Knowledge-Based Systems, 2025 - Elsevier
Although most of the existing camouflaged object detection methods achieve significant
progress, they still have limitations in the following aspects. Firstly, they usually ignore the …

Camouflaged object detection via local features and selective fusion

J Wang, G Cheng, L Duan, N Wang… - … on Graphics and …, 2025 - spiedigitallibrary.org
Camouflaged Object Detection (COD) aims to accurately identify targets seamlessly
integrated into complex surroundings, representing a challenging yet critical visual task …