Abstract: Highlights•We design the RT-CAN for invisible gas detection.•We propose the RCA and GTA Module for feature fusion and information extraction.•Our method achieved SOTA results in gas detection task.•We introduce Gas-DB database, including 1.3K well-annotated RGB-thermal pair images.
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