Integrated infrared imaging techniques and multi-model information via convolution neural network for learning engagement evaluation

•An integrated evaluation model to detect learning engagement with infrared imaging technology.•The convolution neural network (VGG-16) is utilized to extract the infrared facial image features.•Experimental results demonstrate that the model is feasible for learning engagement evaluation.