A deep learning-based method for detecting non-certified work on construction sites.

•We proposed a framework to detect non-certified work for the first time.•Spatiotemporal relevance is analyzed for trade recognition.•An improved identification strategy is proposed.•Experimental results demonstrate our solution is effective and feasible.