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Binary features are an alternative to traditional SIFT descriptors, faster and more compact, ideal for mobile robots and autonomous cars navigating environments. Features are distinct points in images, with descriptors providing signatures describing key points by extracting local image patches. Brief descriptor is a powerful binary descriptor used in visual SLAM systems for establishing stereo correspondences and place recognition tasks.