Abstract: Highlights•Sign language is the main communication tool of the hearing-impaired people in their daily life.•Current sign language systems consume large computational costs and own high inference latency.•A novel adaptive method to improve network efficiency by switching among various resolution.•Both online and offline ablations on the generalizability of the proposed method.
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