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This work proposes Set of Centre Active Receptive Fields (SCARF), a real-time velocity-invariant representation that preserves raw events while consistently handling fast motion, stationary scenes, and independently moving objects and achieves state-of-the-art performance in both computational efficiency and representation quality.
