Abstract: The concept of identifying a moving object from a similar background is termed as camouflaging or camouflage breaking. In any video surveillance application, an important term is moving object. To detect camouflage moving object various methods are used to extract the foreground as well as background object. There are several challenges in moving object detection such as occlusion, illumination changes, shadow, dynamic background, bootstrap, etc. In this review study, different methodologies for moving object detection with several features proposed by various researchers were studied. In recent years, research attracted towards the camouflage moving object detection due to its application in the military.