Camouflaged Object Detection and Tracking: A Survey
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Abstract (arXiv)
Moving object detection and tracking have various applications, including surveillance, anomaly detection, vehicle navigation, etc. The literature on object detection and tracking is rich enough, and several essential survey papers exist. However, the research on camouflage object detection and tracking limited due to the complexity of the problem. Existing work on this problem has been done based on either biological characteristics of the camouflaged objects or computer vision techniques. In this article, we review the existing camouflaged object detection and tracking techniques using computer vision algorithms from the theoretical point of view. This article also addresses several issues of interest as well as future research direction on this area. We hope this review will help the reader to learn the recent advances in camouflaged object detection and tracking.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 25 Dec 2020.
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Citing papers per year: 2021: 3; 2022: 3; 2023: 5; 2024: 1; 2025: 1.
13 papers.
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- 2021Concealed Object Detectioncited by 212
- 2021Context-aware Cross-level Fusion Network for Camouflaged Object Detectioncited by 86
- 2023Advances in Deep Concealed Scene Understandingcited by 47
- 2022Feature Aggregation and Propagation Network for Camouflaged Object Detectioncited by 40
- 2022Camouflaged Object Detection via Context-aware Cross-level Fusioncited by 32
- 2022OSFormer: One-Stage Camouflaged Instance Segmentation with Transformerscited by 30
- 2023Chain of Visual Perception: Harnessing Multimodal Large Language Models for Zero-shot Camouflaged Object Detectioncited by 22
- 2023Edge-Aware Mirror Network for Camouflaged Object Detectioncited by 10
- 2023Oriented object detection in optical remote sensing images using deep learning: a surveycited by 7
- 2025Deep Learning in Concealed Dense Predictioncited by 6
- 2021Towards Accurate Camouflaged Object Detection with Mixture Convolution and Interactive Fusioncited by 3
- 2024Seamless Detection: Unifying Salient Object Detection and Camouflaged Object Detectioncited by 2
1 more
- 2025Deep Learning in Concealed Dense Prediction15 Apr 2025
- 2024Seamless Detection: Unifying Salient Object Detection and Camouflaged Object Detection22 Dec 2024
- 2023Chain of Visual Perception: Harnessing Multimodal Large Language Models for Zero-shot Camouflaged Object Detection19 Nov 2023
- 2023When Super-Resolution Meets Camouflaged Object Detection: A Comparison Study8 Aug 2023
- 2023Edge-Aware Mirror Network for Camouflaged Object Detection8 Jul 2023
- 2023Advances in Deep Concealed Scene Understanding21 Apr 2023
- 2023Oriented object detection in optical remote sensing images using deep learning: a survey21 Feb 2023
- 2022Feature Aggregation and Propagation Network for Camouflaged Object Detection2 Dec 2022
- 2022Camouflaged Object Detection via Context-aware Cross-level Fusion27 Jul 2022
- 2022OSFormer: One-Stage Camouflaged Instance Segmentation with Transformers5 Jul 2022
- 2021Context-aware Cross-level Fusion Network for Camouflaged Object Detection26 May 2021
- 2021Concealed Object Detection20 Feb 2021
- 2021Concealed Object Detectioncited by 212
- 2021Context-aware Cross-level Fusion Network for Camouflaged Object Detectioncited by 86
- 2023Advances in Deep Concealed Scene Understandingcited by 47
- 2022Feature Aggregation and Propagation Network for Camouflaged Object Detectioncited by 40
- 2022Camouflaged Object Detection via Context-aware Cross-level Fusioncited by 32
- 2022OSFormer: One-Stage Camouflaged Instance Segmentation with Transformerscited by 30
- 2023Edge-Aware Mirror Network for Camouflaged Object Detectioncited by 10
- 2023Oriented object detection in optical remote sensing images using deep learning: a surveycited by 7
- 2025Deep Learning in Concealed Dense Predictioncited by 6
- 2021Towards Accurate Camouflaged Object Detection with Mixture Convolution and Interactive Fusioncited by 3
- 2024Seamless Detection: Unifying Salient Object Detection and Camouflaged Object Detectioncited by 2
- 2023When Super-Resolution Meets Camouflaged Object Detection: A Comparison Studycited by 1
- 2025Deep Learning in Concealed Dense Prediction15 Apr 2025
- 2024Seamless Detection: Unifying Salient Object Detection and Camouflaged Object Detection22 Dec 2024
- 2023When Super-Resolution Meets Camouflaged Object Detection: A Comparison Study8 Aug 2023
- 2023Edge-Aware Mirror Network for Camouflaged Object Detection8 Jul 2023
- 2023Advances in Deep Concealed Scene Understanding21 Apr 2023
- 2023Oriented object detection in optical remote sensing images using deep learning: a survey21 Feb 2023
- 2022Feature Aggregation and Propagation Network for Camouflaged Object Detection2 Dec 2022
- 2022Camouflaged Object Detection via Context-aware Cross-level Fusion27 Jul 2022
- 2022OSFormer: One-Stage Camouflaged Instance Segmentation with Transformers5 Jul 2022
- 2021Context-aware Cross-level Fusion Network for Camouflaged Object Detection26 May 2021
- 2021Concealed Object Detection20 Feb 2021
- 2021Towards Accurate Camouflaged Object Detection with Mixture Convolution and Interactive Fusion14 Jan 2021